Auton Lab Publication Database

@inproceedings{neill2006bayesian, title={A Bayesian spatial scan statistic}, author={Neill, Daniel B and Moore, Andrew W and Cooper, Gregory F}, booktitle={Advances in neural information processing systems}, pages={1003--1010}, year={2006}, url={https://papers.nips.cc/paper/2819-a-bayesian-spatial-scan-statistic.pdf} } @inproceedings{goldenberg2003comparison, title={A comparison of statistical and machine learning algorithms on the task of link completion}, author={Goldenberg, Anna and Kubica, Jeremy and Komarek, Paul and Moore, Andrew and Schneider, Jeff}, booktitle={KDD Workshop on Link Analysis for Detecting Complex Behavior}, pages={8}, year={2003}, organization={Citeseer}, url={http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.6.2135&rep=rep1&type=pdf} } @inproceedings{zhang2012composite, title={A composite likelihood view for multi-label classification}, author={Zhang, Yi and Schneider, Jeff}, booktitle={Artificial Intelligence and Statistics}, pages={1407--1415}, year={2012} } @techreport{siddiqi2008constraint, title={A constraint generation approach to learning stable linear dynamical systems}, author={Siddiqi, Sajid M and Boots, Byron and Gordon, Geoffrey J}, year={2008}, institution={CARNEGIE-MELLON UNIV PITTSBURGH PA SCHOOL OF COMPUTER SCIENCE} } @inproceedings{komarek2000dynamic, title={A Dynamic Adaptation of AD-trees for Efficient Machine Learning on Large Data Sets.}, author={Komarek, Paul and Moore, Andrew W}, booktitle={ICML}, pages={495--502}, year={2000}, organization={Citeseer}, url={http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.324.4622&rep=rep1&type=pdf} } @inproceedings{neill2004fast, title={A fast multi-resolution method for detection of significant spatial disease clusters}, author={Neill, Daniel B and Moore, Andrew W}, booktitle={Advances in Neural Information Processing Systems}, pages={651--658}, year={2004} } @inproceedings{neill2004fast, title={A fast multi-resolution method for detection of significant spatial disease clusters}, author={Neill, Daniel B and Moore, Andrew W}, booktitle={Advances in Neural Information Processing Systems}, pages={651--658}, year={2004}, url={http://papers.nips.cc/paper/2529-a-fast-multi-resolution-method-for-detection-of-significant-spatial-disease-clusters.pdf} } @inproceedings{sarkar2007latent, title={A latent space approach to dynamic embedding of co-occurrence data}, author={Sarkar, Purnamrita and Siddiqi, Sajid M and Gordon, Geogrey J}, booktitle={Artificial Intelligence and Statistics}, pages={420--427}, year={2007} } @article{ntampaka2015machine, title={A machine learning approach for dynamical mass measurements of galaxy clusters}, author={Ntampaka, Michelle and Trac, Hy and Sutherland, Dougal J and Battaglia, Nicholas and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, journal={The Astrophysical Journal}, volume={803}, number={2}, pages={50}, year={2015}, publisher={IOP Publishing}, url={https://arxiv.org/pdf/1410.0686.pdf} } @inproceedings{anderson2000nonparametric, title={A nonparametric approach to noisy and costly optimization}, author={Anderson, Brigham S and Moore, Andrew W and Cohn, David}, booktitle={ICML}, pages={17--24}, year={2000} } @incollection{roure2007study, title={A study into detection of bio-events in multiple streams of surveillance data}, author={Roure, Josep and Dubrawski, Artur and Schneider, Jeff}, booktitle={Intelligence and security informatics: Biosurveillance}, pages={124--133}, year={2007}, publisher={Springer}, url={https://link.springer.com/chapter/10.1007/978-3-540-72608-1_12} } @article{sarkar2012tractable, title={A tractable approach to finding closest truncated-commute-time neighbors in large graphs}, author={Sarkar, Purnamrita and Moore, Andrew}, journal={arXiv preprint arXiv:1206.5259}, year={2012}, url={https://arxiv.org/ftp/arxiv/papers/1206/1206.5259.pdf} } @inproceedings{ma2014active, title={Active area search via Bayesian quadrature}, author={Ma, Yifei and Garnett, Roman and Schneider, Jeff}, booktitle={Artificial intelligence and statistics}, pages={595--603}, year={2014}, url={http://proceedings.mlr.press/v33/ma14.pdf} } @inproceedings{sutherland2013active, title={Active learning and search on low-rank matrices}, author={Sutherland, Dougal J and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, booktitle={Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining}, pages={212--220}, year={2013}, organization={ACM}, url={http://www.cs.cmu.edu/~dsutherl/active-pmf/kdd-13.pdf} } @inproceedings{pelleg2005active, title={Active learning for anomaly and rare-category detection}, author={Pelleg, Dan and Moore, Andrew W}, booktitle={Advances in neural information processing systems}, pages={1073--1080}, year={2005}, url={http://papers.nips.cc/paper/2554-active-learning-for-anomaly-and-rare-category-detection.pdf} } @inproceedings{bryan2006active, title={Active learning for identifying function threshold boundaries}, author={Bryan, Brent and Nichol, Robert C and Genovese, Christopher R and Schneider, Jeff and Miller, Christopher J and Wasserman, Larry}, booktitle={Advances in neural information processing systems}, pages={163--170}, year={2006}, url={http://papers.nips.cc/paper/2940-active-learning-for-identifying-function-threshold-boundaries.pdf} } @article{de2017discovery, title={Discovery of complex anomalous patterns of sexual violence in El Salvador}, author={De-Arteaga, Maria and Dubrawski, Artur}, journal={arXiv preprint arXiv:1711.06538}, year={2017}, url={https://arxiv.org/pdf/1711.06538.pdf} } @article{herlands2015lass, title={Lass-0: sparse non-convex regression by local search}, author={Herlands, William and De-Arteaga, Maria and Neill, Daniel and Dubrawski, Artur}, journal={arXiv preprint arXiv:1511.04402}, year={2015}, url={https://arxiv.org/pdf/1511.04402.pdf} } @article{de2016canonical, title={Canonical Autocorrelation Analysis for Radiation Threat Detection}, author={De Arteaga, Maria}, year={2016}, url={https://www.ml.cmu.edu/research/dap-papers/DAP_De%20Arteaga.pdf} } @inproceedings{fu2017brainzoom, title={BRAINZOOM: High resolution reconstruction from multi-modal brain signals}, author={Fu, Xiao and Huang, Kejun and Stretcu, Otilia and Song, Hyun Ah and Papalexakis, Evangelos and Talukdar, Partha and Mitchell, Tom and Sidiropoulo, Nicholas and Faloutsos, Christos and Poczos, Barnabas}, booktitle={Proceedings of the 2017 SIAM International Conference on Data Mining}, pages={216--227}, year={2017}, organization={SIAM}, url={http://www.cs.ucr.edu/~epapalex/papers/sdm17-brainzoom.pdf} } @article{kandasamy2017query, title={Query efficient posterior estimation in scientific experiments via Bayesian active learning}, author={Kandasamy, Kirthevasan and Schneider, Jeff and P{\'o}czos, Barnab{\'a}s}, journal={Artificial Intelligence}, volume={243}, pages={45--56}, year={2017}, publisher={Elsevier}, url={https://arxiv.org/ftp/arxiv/papers/1702/1702.01145.pdf} } @inproceedings{ravanbakhsh2017enabling, title={Enabling Dark Energy Science with Deep Generative Models of Galaxy Images.}, author={Ravanbakhsh, Siamak and Lanusse, Francois and Mandelbaum, Rachel and Schneider, Jeff G and Poczos, Barnabas}, booktitle={AAAI}, pages={1488--1494}, year={2017} } @article{yeh2016quantifying, title={Quantifying differences and similarities in whole-brain white matter architecture using local connectome fingerprints}, author={Yeh, Fang-Cheng and Vettel, Jean M and Singh, Aarti and Poczos, Barnabas and Grafton, Scott T and Erickson, Kirk I and Tseng, Wen-Yih I and Verstynen, Timothy D}, journal={PLoS computational biology}, volume={12}, number={11}, pages={e1005203}, year={2016}, publisher={Public Library of Science} } @article{szabo2016learning, title={Learning theory for distribution regression}, author={Szab{\'o}, Zolt{\'a}n and Sriperumbudur, Bharath K and P{\'o}czos, Barnab{\'a}s and Gretton, Arthur}, journal={The Journal of Machine Learning Research}, volume={17}, number={1}, pages={5272--5311}, year={2016}, publisher={JMLR. org}, url={http://www.jmlr.org/papers/volume17/14-510/14-510.pdf} } @inproceedings{kandasamy2016gaussian, title={Gaussian process bandit optimisation with multi-fidelity evaluations}, author={Kandasamy, Kirthevasan and Dasarathy, Gautam and Oliva, Junier B and Schneider, Jeff and P{\'o}czos, Barnab{\'a}s}, booktitle={Advances in Neural Information Processing Systems}, pages={992--1000}, year={2016} } @inproceedings{singh2016efficient, title={Efficient nonparametric smoothness estimation}, author={Singh, Shashank and Du, Simon S and P{\'o}czos, Barnab{\'a}s}, booktitle={Advances in Neural Information Processing Systems}, pages={1010--1018}, year={2016}, url={http://papers.nips.cc/paper/6369-efficient-nonparametric-smoothness-estimation.pdf} } @inproceedings{reddi2016proximal, title={Proximal stochastic methods for nonsmooth nonconvex finite-sum optimization}, author={Reddi, Sashank J and Sra, Suvrit and P{\'o}czos, Barnab{\'a}s and Smola, Alexander J}, booktitle={Advances in Neural Information Processing Systems}, pages={1145--1153}, year={2016}, url={https://papers.nips.cc/paper/6116-proximal-stochastic-methods-for-nonsmooth-nonconvex-finite-sum-optimization.pdf} } @inproceedings{dubey2016variance, title={Variance reduction in stochastic gradient Langevin dynamics}, author={Dubey, Kumar Avinava and Reddi, Sashank J and Williamson, Sinead A and Poczos, Barnabas and Smola, Alexander J and Xing, Eric P}, booktitle={Advances in neural information processing systems}, pages={1154--1162}, year={2016}, url={https://papers.nips.cc/paper/6293-variance-reduction-in-stochastic-gradient-langevin-dynamics.pdf} } @inproceedings{singh2016finite, title={Finite-sample analysis of fixed-k nearest neighbor density functional estimators}, author={Singh, Shashank and P{\'o}czos, Barnab{\'a}s}, booktitle={Advances in Neural Information Processing Systems}, pages={1217--1225}, year={2016}, url={http://papers.nips.cc/paper/6123-finite-sample-analysis-of-fixed-k-nearest-neighbor-density-functional-estimators.pdf} } @inproceedings{kandasamy2016multi, title={The multi-fidelity multi-armed bandit}, author={Kandasamy, Kirthevasan and Dasarathy, Gautam and Poczos, Barnabas and Schneider, Jeff}, booktitle={Advances in Neural Information Processing Systems}, pages={1777--1785}, year={2016} } @article{reddi2016stochastic, title={Stochastic frank-wolfe methods for nonconvex optimization}, author={Reddi, Sashank J and Sra, Suvrit and P{\'o}czos, Barnab{\'a}s and Smola, Alex}, journal={arXiv preprint arXiv:1607.08254}, year={2016} } @inproceedings{reddi2016fast, title={Fast incremental method for smooth nonconvex optimization}, author={Reddi, Sashank J and Sra, Suvrit and P{\'o}czos, Barnab{\'a}s and Smola, Alex}, booktitle={Decision and Control (CDC), 2016 IEEE 55th Conference on}, pages={1971--1977}, year={2016}, organization={IEEE} } @article{ntampaka2016dynamical, title={Dynamical mass measurements of contaminated galaxy clusters using machine learning}, author={Ntampaka, Michelle and Trac, Hy and Sutherland, Dougal J and Fromenteau, Sebastian and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, journal={The Astrophysical Journal}, volume={831}, number={2}, pages={135}, year={2016}, publisher={IOP Publishing} } @inproceedings{tallavajhula2016nonparametric, title={Nonparametric distribution regression applied to sensor modeling}, author={Tallavajhula, Abhijeet and P{\'o}czos, Barnab{\'a}s and Kelly, Alonzo}, booktitle={Intelligent Robots and Systems (IROS), 2016 IEEE/RSJ International Conference on}, pages={619--625}, year={2016}, organization={IEEE} } @inproceedings{li2016utilize, title={Utilize Old Coordinates: Faster Doubly Stochastic Gradients for Kernel Methods.}, author={Li, Chun-Liang and P{\'o}czos, Barnab{\'a}s}, booktitle={UAI}, year={2016} } @inproceedings{ravanbakhsh2016estimating, title={Estimating Cosmological Parameters from the Dark Matter Distribution.}, author={Ravanbakhsh, Siamak and Oliva, Junier B and Fromenteau, Sebastian and Price, Layne and Ho, Shirley and Schneider, Jeff G and P{\'o}czos, Barnab{\'a}s}, booktitle={ICML}, pages={2407--2416}, year={2016} } @inproceedings{reddi2016stochastic, title={Stochastic variance reduction for nonconvex optimization}, author={Reddi, Sashank J and Hefny, Ahmed and Sra, Suvrit and Poczos, Barnabas and Smola, Alex}, booktitle={International conference on machine learning}, pages={314--323}, year={2016} } @inproceedings{ravanbakhsh2016boolean, title={Boolean Matrix Factorization and Noisy Completion via Message Passing.}, author={Ravanbakhsh, Siamak and P{\'o}czos, Barnab{\'a}s and Greiner, Russell}, booktitle={ICML}, pages={945--954}, year={2016} } @inproceedings{wang2016nonparametric, title={Nonparametric Risk and Stability Analysis for Multi-Task Learning Problems.}, author={Wang, Xuezhi and Oliva, Junier B and Schneider, Jeff G and P{\'o}czos, Barnab{\'a}s}, booktitle={IJCAI}, pages={2146--2152}, year={2016} } @inproceedings{li2016high, title={High dimensional Bayesian optimization via restricted projection pursuit models}, author={Li, Chun-Liang and Kandasamy, Kirthevasan and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, booktitle={Artificial Intelligence and Statistics}, pages={884--892}, year={2016} } @inproceedings{ravanbakhsh2016stochastic, title={Stochastic neural networks with monotonic activation functions}, author={Ravanbakhsh, Siamak and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff and Schuurmans, Dale and Greiner, Russell}, booktitle={Artificial Intelligence and Statistics}, pages={809--818}, year={2016} } @inproceedings{oliva2016bayesian, title={Bayesian nonparametric kernel-learning}, author={Oliva, Junier B and Dubey, Avinava and Wilson, Andrew G and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff and Xing, Eric P}, booktitle={Artificial Intelligence and Statistics}, pages={1078--1086}, year={2016} } @inproceedings{sutherland2016linear, title={Linear-Time Learning on Distributions with Approximate Kernel Embeddings.}, author={Sutherland, Dougal J and Oliva, Junier B and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff G}, booktitle={AAAI}, pages={2073--2079}, year={2016} } @article{jung2015exploration, title={Exploration and evaluation of AR, MPCA and KL anomaly detection techniques to embankment dam piezometer data}, author={Jung, In-Soo and Berges, Mario and Garrett, James H and Poczos, Barnabas}, journal={Advanced Engineering Informatics}, volume={29}, number={4}, pages={902--917}, year={2015}, publisher={Elsevier} } @inproceedings{kandasamy2015high, title={High dimensional Bayesian optimisation and bandits via additive models}, author={Kandasamy, Kirthevasan and Schneider, Jeff and P{\'o}czos, Barnab{\'a}s}, booktitle={International Conference on Machine Learning}, pages={295--304}, year={2015} } @inproceedings{kandasamy2015bayesian, title={Bayesian active learning for posterior estimation}, author={Kandasamy, Kirthevasan and Schneider, Jeff and P{\'o}czos, Barnab{\'a}s}, booktitle={Twenty-Fourth International Joint Conference on Artificial Intelligence}, year={2015} } @article{ntampaka2015machine, title={A machine learning approach for dynamical mass measurements of galaxy clusters}, author={Ntampaka, Michelle and Trac, Hy and Sutherland, Dougal J and Battaglia, Nicholas and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, journal={The Astrophysical Journal}, volume={803}, number={2}, pages={50}, year={2015}, publisher={IOP Publishing} } @inproceedings{oliva2015fast, title={Fast function to function regression}, author={Oliva, Junier and Neiswanger, William and P{\'o}czos, Barnab{\'a}s and Xing, Eric and Trac, Hy and Ho, Shirley and Schneider, Jeff}, booktitle={Artificial Intelligence and Statistics}, pages={717--725}, year={2015} } @inproceedings{szabo2015two, title={Two-stage sampled learning theory on distributions}, author={Szab{\'o}, Zolt{\'a}n and Gretton, Arthur and P{\'o}czos, Barnab{\'a}s and Sriperumbudur, Bharath}, booktitle={Artificial Intelligence and Statistics}, pages={948--957}, year={2015} } @article{ramdas2014high, title={On the high-dimensional power of linear-time kernel two-sample testing under mean-difference alternatives}, author={Ramdas, Aaditya and Reddi, Sashank J and Poczos, Barnabas and Singh, Aarti and Wasserman, Larry}, journal={arXiv preprint arXiv:1411.6314}, year={2014} } @article{pop00001, author = {J Kasperkiewicz and J Racz and A Dubrawski}, title = {HPC strength prediction using artificial neural network}, journal = {Journal of Computing in Civil Engineering}, volume={9}, issue={4}, publisher = {ascelibrary.org}, url = {https://ascelibrary.org/doi/abs/10.1061/(ASCE)0887-3801(1995)9:4(279)}, year = {1995}, note = {176 cites: https://scholar.google.com/scholar?cites=5363774319340466609\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00002, author = {A Dubrawski and JL Crowley}, title = {Learning locomotion reflexes: A self-supervised neural system for a mobile robot}, journal = {Robotics and Autonomous Systems}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/0921889094900205}, year = {1994}, note = {53 cites: https://scholar.google.com/scholar?cites=17446795863214108080\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00003, author = {A Dubrawski and P Reignier}, title = {Learning to categorize perceptual space of a mobile robot using fuzzy-art neural network}, journal = {Proceedings of IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS'94)}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/407516/}, year = {1994}, note = {41 cites: https://scholar.google.com/scholar?cites=14219621568477343261\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00004, author = {J Racz and A Dubrawski}, title = {Artificial neural network for mobile robot topological localization}, journal = {Robotics and autonomous systems}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/092188909500035E}, year = {1995}, note = {34 cites: https://scholar.google.com/scholar?cites=8369549181744336137\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00005, author = {A Dubrawski and K Miller and M Barnes and Benedikt Boecking and Emily Kennedy}, title = {Leveraging publicly available data to discern patterns of human-trafficking activity}, volume = {1}, issue = {1}, pages = {65--85}, journal = {Journal of Human Trafficking}, publisher = {Taylor \& Francis}, url = {https://www.tandfonline.com/doi/abs/10.1080/23322705.2015.1015342}, year = {2015}, note = {35 cites: https://scholar.google.com/scholar?cites=1631881883786500960\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00006, author = {A Dubrawski and JL Crowley}, title = {Self-supervised neural system for reactive navigation}, journal = {Proceedings of the 1994 IEEE International Conference on Robotics and Automation}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/351158/}, year = {1994}, note = {32 cites: https://scholar.google.com/scholar?cites=812937115368470398\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00007, author = {A Dubrawski and I Siemiatkowska}, title = {A method for tracking the pose of a mobile robot equipped with a scanning laser range finder}, journal = {Proceedings of the 1998 IEEE International Conference on Robotics \& Automation} publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/680720/}, year = {1998}, note = {28 cites: https://scholar.google.com/scholar?cites=14843716374568532163\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00008, author = {MR Pinsky and A Dubrawski}, title = {Gleaning knowledge from data in the intensive care unit}, journal = {American Journal of Respiratory and Critical Care Medicine}, publisher = {atsjournals.org}, url = {https://www.atsjournals.org/doi/abs/10.1164/rccm.201404-0716CP}, year = {2014}, note = {26 cites: https://scholar.google.com/scholar?cites=10090119110449535455\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00009, author = {L Chen and A Dubrawski and D Wang and M Fiterau and ...}, type = {HTML}, title = {Using supervised machine learning to classify real alerts and artifact in online multi-signal vital sign monitoring data}, journal = {Critical Care Medicine}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4911247/}, year = {2016}, note = {24 cites: https://scholar.google.com/scholar?cites=15475559944021954645\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00010, author = {A Dubrawski}, title = {Stochastic validation for automated tuning of neural network's hyper-parameters}, journal = {Robotics and autonomous systems}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0921889097000080}, year = {1997}, note = {20 cites: https://scholar.google.com/scholar?cites=10599187273792653051\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @inproceedings{pop00011, author = {B Siemiatkowska and A Dubrawski}, title = {Cellular neural networks for navigation of a mobile robot}, booktitle = {International Conference on Rough Sets and Current Trends in Computing}, pages = {147--154}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/3-540-69115-4_21}, year = {1998}, note = {17 cites: https://scholar.google.com/scholar?cites=12383494344995110887\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00012, author = {A Dubrawski}, title = {Detection of events in multiple streams of surveillance data}, journal = {Infectious disease informatics and biosurveillance}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-1-4419-6892-0_7}, year = {2011}, note = {17 cites: https://scholar.google.com/scholar?cites=7223587686264615863\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00013, author = {M Hravnak and L Chen and A Dubrawski and E Bose and ...}, type = {HTML}, title = {Real alerts and artifact classification in archived multi-signal vital sign monitoring data: implications for mining big data}, journal = {Journal of clinical …}, publisher = {Springer}, url = {https://link.springer.com/article/10.1007/s10877-015-9788-2}, year = {2016}, note = {14 cites: https://scholar.google.com/scholar?cites=8943913020807960281\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00014, author = {C Nagpal and K Miller and B Boecking and A Dubrawski}, title = {An entity resolution approach to isolate instances of human trafficking online}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1509.06659}, year = {2015}, note = {13 cites: https://scholar.google.com/scholar?cites=14474980554498756228\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00015, author = {J Roure and A Dubrawski and J Schneider}, title = {A study into detection of bio-events in multiple streams of surveillance data}, journal = {Intelligence and security informatics …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-540-72608-1_12}, year = {2007}, note = {13 cites: https://scholar.google.com/scholar?cites=16386672029133583234\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00016, author = {S Ray and A Michalska and M Sabhnani and A Dubrawski and J Ostlund}, title = {T-Cube Web Interface: a tool for immediate visualization, interactive manipulation and analysis of large sets of multivariate time series.}, journal = {AMIA Annual Symposium Proceedings}, publisher = {europepmc.org}, url = {https://europepmc.org/abstract/med/18999088}, year = {2008}, note = {12 cites: https://scholar.google.com/scholar?cites=12307089031014841342\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00017, author = {Y Zhang and A Dubrawski and JG Schneider}, title = {Learning the semantic correlation: An alternative way to gain from unlabeled text}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/3490-learning-the-semantic-correlation-an-alternative-way-to-gain-from-unlabeled-text}, year = {2009}, note = {12 cites: https://scholar.google.com/scholar?cites=3268255888390451762\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00018, author = {A Dubrawski and X Zhang}, title = {The role of data aggregation in public health and food safety surveillance'}, journal = {Biosurveillance: Methods and case …}, publisher = {books.google.com}, url = {https://books.google.com/books?hl=en\&lr=\&id=WVvo3npf_EoC\&oi=fnd\&pg=PA161\&dq=%22a.+dubrawski%22\&ots=FwKeARRU2s\&sig=YSZiVJOPzTmeSU6ozRnVL93kxPM}, year = {2010}, note = {12 cites: https://scholar.google.com/scholar?cites=1689819753624807931\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00019, author = {P Tandon and P Huggins and R Maclachlan and A Dubrawski and ...}, type = {HTML}, title = {Detection of radioactive sources in urban scenes using Bayesian Aggregation of data from mobile spectrometers}, journal = {Information Systems}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0306437915001866}, year = {2016}, note = {11 cites: https://scholar.google.com/scholar?cites=6947900877239295353\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00020, author = {A Dubrawski and M Sabhnani and S Ray and ...}, type = {PDF}, title = {T-Cube as an enabling technology in surveillance applications}, journal = {Advances in Disease …}, publisher = {researchgate.net}, url = {https://www.researchgate.net/profile/Michael_Baysek/publication/267701190_T-Cube_as_an_Enabling_Technology_in_Surveillance_Applications/links/560ce80e08aed543358d52da/T-Cube-as-an-Enabling-Technology-in-Surveillance-Applications.pdf}, year = {2007}, note = {11 cites: https://scholar.google.com/scholar?cites=14429286908866560502\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @book{pop00021, author = {M Sabhnani and AW Moore and AW Dubrawski}, title = {T-Cube: A data structure for fast extraction of time series from large datasets}, publisher = {apps.dtic.mil}, url = {https://apps.dtic.mil/docs/citations/ADA471457}, year = {2007}, note = {10 cites: https://scholar.google.com/scholar?cites=16346378854387174010\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00022, author = {M Fiterau and A Dubrawski}, title = {Projection retrieval for classification}, journal = {Advances in Neural Information Processing …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/4791-projection-retrieval-for-classification}, year = {2012}, note = {10 cites: https://scholar.google.com/scholar?cites=18120007268932734195\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00023, author = {M Hravnak and L Chen and A Dubrawski and E Bose and MR Pinsky}, type = {HTML}, title = {Temporal distribution of instability events in continuously monitored step-down unit patients: implications for rapid response systems}, journal = {Resuscitation}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0300957215000337}, year = {2015}, note = {9 cites: https://scholar.google.com/scholar?cites=9085484577493115465\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00024, author = {M Sabhnani and A Moore and A Dubrawski}, type = {PDF}, title = {Rapid processing of ad-hoc queries against large sets of time series}, journal = {Advances in Disease Surveillance}, publisher = {faculty.washington.edu}, url = {http://faculty.washington.edu/lober/www.isdsjournal.org/htdocs/articles/831.pdf}, year = {2007}, note = {8 cites: https://scholar.google.com/scholar?cites=17846826588773240944\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00025, author = {J Ramos and S Siddiqi and A Dubrawski and ...}, title = {Automatic state discovery for unstructured audio scene classification}, journal = {2010 IEEE International Conference on Acoustics, Speech and Signal Processing}, pages = {2154--2157}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/5495605/}, year = {2010}, note = {8 cites: https://scholar.google.com/scholar?cites=7583873426922224927\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00026, author = {A Dubrawski and K Elenberg and A Moore and ...}, type = {PDF}, title = {Monitoring food safety by detecting patterns in consumer complaints}, journal = {Proceedings of the …}, publisher = {aaai.org}, url = {https://www.aaai.org/Papers/AAAI/2006/AAAI06-295.pdf}, year = {2006}, note = {8 cites: https://scholar.google.com/scholar?cites=8770685835691343845\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00027, author = {A Dubrawski and J Schneider}, type = {PDF}, title = {Memory based stochastic optimization for validation and tuning of function approximators}, journal = {Conference on AI and Statistics}, publisher = {Citeseer}, url = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.11.1156\&rep=rep1\&type=pdf}, year = {1997}, note = {8 cites: https://scholar.google.com/scholar?cites=16709308331884478459\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00028, author = {A Dubrawski and P Sarkar and L Chen}, title = {Trade-offs between agility and reliability of predictions in dynamic social networks used to model risk of microbial contamination of food}, journal = {2009 International Conference on Advances in Social Network Analysis and Mining}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/5231914/}, year = {2009}, note = {7 cites: https://scholar.google.com/scholar?cites=5093263001959790649\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00029, author = {N Waidyanatha and A Dubrawski and M Ganesan and ...}, title = {Affordable system for rapid detection and mitigation of emerging diseases}, journal = {International Journal of …}, publisher = {igi-global.com}, url = {https://www.igi-global.com/article/affordable-system-rapid-detection-mitigation/51622}, year = {2011}, note = {7 cites: https://scholar.google.com/scholar?cites=15557793452815075739\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00030, author = {Y Zhang and J Schneider and A Dubrawski}, title = {Learning compressible models}, journal = {Proceedings of the 2010 SIAM …}, publisher = {SIAM}, url = {https://epubs.siam.org/doi/abs/10.1137/1.9781611972801.76}, year = {2010}, note = {7 cites: https://scholar.google.com/scholar?cites=18412431384419204628\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00031, author = {P Sarkar and L Chen and A Dubrawski}, title = {Dynamic network model for predicting occurrences of salmonella at food facilities}, journal = {International Workshop on …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-540-89746-0_6}, year = {2008}, note = {7 cites: https://scholar.google.com/scholar?cites=14825028277339565086\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00032, author = {Aronson, Reuben M and Bhatia, Ankit and Jia, Zhenzhong and Guillame-Bert, Mathieu and Bourne, David and Dubrawski, Artur and Mason, Matthew T}, title = {Data-driven classification of screwdriving operations}, journal = {International Symposium …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-319-50115-4_22}, year = {2016}, note = {7 cites: https://scholar.google.com/scholar?cites=279384710645948369\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00033, author = {M Sabhnani and D Neill and A Moore and A Dubrawski and ...}, type = {PDF}, title = {Efficient analytics for effective monitoring of biomedical security}, journal = {Proceedings of the …}, publisher = {cse.iitb.ac.in}, url = {http://www.cse.iitb.ac.in/infolab/cep/AllSlides/Sunita3a-biomed-paper.pdf}, year = {2005}, note = {6 cites: https://scholar.google.com/scholar?cites=13782925644174424767\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00034, author = {L Chen and O Ogundele and G Clermont and ...}, title = {Dynamic and personalized risk forecast in step-down units. Implications for monitoring paradigms}, journal = {Annals of the …}, publisher = {atsjournals.org}, url = {https://www.atsjournals.org/doi/abs/10.1513/AnnalsATS.201611-905OC}, year = {2017}, note = {7 cites: https://scholar.google.com/scholar?cites=9094771600235761436\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00035, author = {SM Siddiqi and B Boots and GJ Gordon and ...}, type = {PDF}, title = {Learning stable multivariate baseline models for outbreak detection}, journal = {Advances in Disease …}, publisher = {cs.cmu.edu}, url = {https://www.cs.cmu.edu/~siddiqi/papers/siddiqi-boots-gordon-dubrawski.outbreaks.pdf}, year = {2007}, note = {6 cites: https://scholar.google.com/scholar?cites=5160777877336220078\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00036, author = {Liu, Chao and Gomez, Hernando and Narasimhan, Srinivasa and Dubrawski, Artur and Pinsky, Michael R and Zuckerbraun, Brian}, title = {Real-time visual analysis of microvascular blood flow for critical care}, journal = {Proceedings of the …}, publisher = {cv-foundation.org}, url = {https://www.cv-foundation.org/openaccess/content_cvpr_2015/html/Liu_Real-Time_Visual_Analysis_2015_CVPR_paper.html}, year = {2015}, note = {6 cites: https://scholar.google.com/scholar?cites=13260255458568247241\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00037, author = {K Miller and E Kennedy and A Dubrawski}, title = {Do public events affect sex trafficking activity?}, journal = {arXiv preprint arXiv:1602.05048}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1602.05048}, year = {2016}, note = {6 cites: https://scholar.google.com/scholar?cites=3017951115071280085\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00038, author = {J Racz and A Dubrawski}, type = {PDF}, title = {Mobile Robot Localization with an Artificial Neural Network}, journal = {… Workshop on Intelligent Robotic Systems IRS}, publisher = {Citeseer}, url = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.56.6215\&rep=rep1\&type=pdf}, year = {1994}, note = {6 cites: https://scholar.google.com/scholar?cites=7509341714312805249\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00039, author = {A Dubrawski and M Sabhnani and M Knight and ...}, title = {T-Cube web interface in support of real-time bio-surveillance program}, journal = {… on Information and …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/5426730/}, year = {2009}, note = {5 cites: https://scholar.google.com/scholar?cites=9489413419356411935\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00040, author = {A Dubrawski and M Baysek and MS Mikus and C McDaniel and ...}, type = {PDF}, title = {Applying outbreak detection algorithms to prognostics}, journal = {AAAI Fall Symposium on …}, publisher = {aaai.org}, url = {https://www.aaai.org/Papers/Symposia/Fall/2007/FS-07-02/FS07-02-006.pdf}, year = {2007}, note = {5 cites: https://scholar.google.com/scholar?cites=13160555441935044667\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00041, author = {M Guillame-Bert and A Dubrawski}, type = {PDF}, title = {Classification of time sequences using graphs of temporal constraints}, journal = {The Journal of Machine Learning …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/papers/volume18/15-403/15-403.pdf}, year = {2017}, note = {5 cites: https://scholar.google.com/scholar?cites=14562348952066760764\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00042, author = {R Lonkar and A Dubrawski and M Fiterau and ...}, type = {PDF}, title = {Mining intensive care vitals for leading indicators of adverse health events}, journal = {Emerg Health Threats …}, publisher = {researchgate.net}, url = {https://www.researchgate.net/profile/Roman_Garnett/publication/267785558_Mining_intensive_care_vitals_for_leading_indicators_of_adverse_health_events/links/54e62ce90cf277664ff3f373/Mining-intensive-care-vitals-for-leading-indicators-of-adverse-health-events.pdf}, year = {2011}, note = {5 cites: https://scholar.google.com/scholar?cites=14755642705749651590\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00043, author = {M Guillame-Bert and A Dubrawski}, type = {CITATION}, title = {Learning temporal rules to forecast events in multivariate time sequences}, journal = {2nd Workshop on Machine Learning for Clinical Data …}, year = {2014}, note = {5 cites: https://scholar.google.com/scholar?cites=7447280772756565681\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00044, author = {Waidyanatha, Nuwan and Sampath, Chamindu and Dubrawski, Artur and Sabhnani, Maheshkumar and Chen, Lujie and Ganesan, M and Vincy, P}, title = {T-Cube Web Interface as a tool for detecting disease outbreaks in real-time: A pilot in India and Sri Lanka}, journal = {2010 IEEE RIVF …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/5633019/}, year = {2010}, note = {5 cites: https://scholar.google.com/scholar?cites=4383130844877227326\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00045, author = {S Ray and A Michalska and M Sabhnani and A Dubrawski and ...}, type = {CITATION}, title = {J, and Ostlund (2008). T-Cube Web Interface: A Tool for Immediate Visualization, Interactive Manipulation and Analysis of Large Sets of Multivariate Time …}, journal = {AMIA Annual Symposium}, year = {2008}, note = {4 cites: https://scholar.google.com/scholar?cites=13073017475604908735\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00046, author = {Xu, Yichong and Zhang, Hongyang and Singh, Aarti and Miller, Kyle and Dubrawski, Artur}, title = {Noise-Tolerant Interactive Learning from Pairwise Comparisons}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1704.05820}, year = {2017}, note = {4 cites: https://scholar.google.com/scholar?cites=17991255048695928958\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00047, author={Xu, Yichong and Zhang, Hongyang and Miller, Kyle and Singh, Aarti and Dubrawski, Artur}, title = {Noise-tolerant interactive learning using pairwise comparisons}, journal = {Advances in Neural Information Processing Systems}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6837-noise-tolerant-interactive-learning-using-pairwise-comparisons}, year = {2017}, note = {4 cites: https://scholar.google.com/scholar?cites=2388398484066581873\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00048, author = {L Chen and A Dubrawski and G Clermont and ...}, type = {HTML}, title = {Modelling risk of cardio-respiratory Instability as a heterogeneous process}, journal = {AMIA Annual …}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4765605/}, year = {2015}, note = {4 cites: https://scholar.google.com/scholar?cites=17171739932233119785\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00049, author = {A Dubrawski}, title = {Tuning neural networks with stochastic optimization}, journal = {Proceedings of the 1997 IEEE/RSJ International …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/655075/}, year = {1997}, note = {4 cites: https://scholar.google.com/scholar?cites=11325815510433181072\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00050, author = {M Fiterau and A Dubrawski and L Chen and M Hravnak and ...}, title = {Automatic identification of artifacts in monitoring critically ill patients}, journal = {Intensive care …}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4160740/}, year = {2013}, note = {4 cites: https://scholar.google.com/scholar?cites=1260662521172748739\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00051, author = {A Dubrawski and M Sabhnani and S Ray and M Baysek and L Chen and ...}, type = {CITATION}, title = {Interactive manipulation, visualization analysis of large sets of multidimensional time series in health informatics}, journal = {INFORMS}, year = {2008}, note = {4 cites: https://scholar.google.com/scholar?cites=1193695670748025397\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00052, author = {M Fiterau and A Dubrawski}, title = {Informative projection recovery for classification, clustering and regression}, journal = {2013 12th International Conference on …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/6784581/}, year = {2013}, note = {4 cites: https://scholar.google.com/scholar?cites=5020810572883619025\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00053, author = {M Sabhnani and A Dubrawski and ...}, type = {PDF}, title = {Multivariate time series analyses using primitive univariate algorithms}, journal = {Advances in Disease …}, publisher = {faculty.washington.edu}, url = {http://faculty.washington.edu/lober/www.isdsjournal.org/htdocs/articles/2008.pdf}, year = {2007}, note = {4 cites: https://scholar.google.com/scholar?cites=8944860121125259756\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00054, author={Miller, Kyle and Huggins, Peter and Labov, Simon and Nelson, Karl and Dubrawski, Artur}, type = {HTML}, title = {Evaluation of coded aperture radiation detectors using a Bayesian approach}, journal = {Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0168900216309500}, year = {2016}, note = {4 cites: https://scholar.google.com/scholar?cites=17260973372471995933\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00055, author = {A Dubrawski and B Siemiatkowska}, type = {CITATION}, title = {A Neural Method for Self-Localization of a Mobile Robot Equipped with a 2-D Scanning Laser Range Finder}, journal = {5th International Symposium on Intelligent Robotic …}, year = {1997}, note = {4 cites: https://scholar.google.com/scholar?cites=13731765000371453528\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00056, author = {L Chen and X Li and Z Xia and Z Song and LP Morency and A Dubrawski}, type = {PDF}, title = {Riding an emotional roller-coaster: A multimodal study of young child's math problem solving activities.}, journal = {EDM}, publisher = {users.ece.cmu.edu}, url = {http://users.ece.cmu.edu/~xinli/papers/2016_EDM_math.pdf}, year = {2016}, note = {4 cites: https://scholar.google.com/scholar?cites=14322336009251124283\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00057, author = {M Guillame-Bert and A Dubrawski and D Wang and ...}, title = {Learning temporal rules to forecast instability in continuously monitored patients}, journal = {Journal of the …}, publisher = {academic.oup.com}, url = {https://academic.oup.com/jamia/article-abstract/24/1/47/2631448}, year = {2016}, note = {4 cites: https://scholar.google.com/scholar?cites=10496525455384442896\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @book{pop00058, author = {RA Dubrawski}, type = {CITATION}, title = {Myopic and far-sighted strategies for control of demand driven networks}, publisher = {University of Illinois at Urbana …}, year = {2000}, note = {4 cites: https://scholar.google.com/scholar?cites=17897118183187946055\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @book{pop00059, author = {M Sabhnani and A Moore and A Dubrawski}, type = {CITATION}, title = {T-Cube: Fast extraction of time series from large datasets}, publisher = {… Mellon University, CMU-ML-06-104}, year = {2007}, note = {3 cites: https://scholar.google.com/scholar?cites=11319663018259817596\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00060, author = {L Chen and AW Dubrawski and S Ray and M Baysek and ...}, title = {Detecting linkages between human illness and Salmonella isolates in food using a new tool for spatio-temporal analysis of multi-stream data.}, journal = {AMIA Annual …}, publisher = {europepmc.org}, url = {https://europepmc.org/abstract/med/18999071}, year = {2008}, note = {3 cites: https://scholar.google.com/scholar?cites=1397280974873587682\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00061, author = {M Guillame-Bert and A Dubrawski and L Chen and ...}, title = {Learning temporal rules to forecast instability in intensive care patients}, journal = {Intensive care …}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4262090/}, year = {2013}, note = {3 cites: https://scholar.google.com/scholar?cites=17505093974491660640\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @book{pop00062, author = {B Siemiątkowska and A Dubrawski}, type = {CITATION}, title = {Global Map Building and Path Planning for Mobile Robots. LNCS 1424}, publisher = {Springer}, year = {1999}, note = {3 cites: https://scholar.google.com/scholar?cites=8290840677443945115\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00063, author = {J Kasperkiewics and J Racz and A Dubrawski}, type = {CITATION}, title = {HPC strength prediction using ANN. ASCE J. Comp}, journal = {Civil Eng}, year = {1995}, note = {3 cites: https://scholar.google.com/scholar?cites=2174208968356985198\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00064, author = {J Racz and A Dubrawski}, type = {PDF}, title = {Qualitative Pose Estimation Using An Artificial Neural Network}, journal = {ICAR95}, publisher = {pdfs.semanticscholar.org}, url = {https://pdfs.semanticscholar.org/476e/87b5a7f16e1c85f35f17f94508abafb3bae0.pdf}, year = {1995}, note = {3 cites: https://scholar.google.com/scholar?cites=4249316959599643657\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00065, author={Waidyanatha, Nuwan and Prashant, Suma and Ganesan, M and Dubrawski, Artur and Chen, Lujie and Baysek, Michael and Careem, Mifan and Damendra, Pradeeper and Kaluarachchi, Mahesh}, title = {Real-time biosurveillance pilot in India and Sri Lanka}, journal = {The 12th IEEE International Conference on e-Health Networking, Applications and Services}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/5556543/}, year = {2010}, note = {3 cites: https://scholar.google.com/scholar?cites=2157784199384950378\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00066, author = {P Tandon and P Huggins and A Dubrawski and ...}, type = {PDF}, title = {Source location via Bayesian aggregation of evidence with mobile sensor data}, journal = {IEEE Symposium on …}, publisher = {researchgate.net}, url = {https://www.researchgate.net/profile/Prateek_Tandon2/publication/303565158_Source_location_via_Bayesian_aggregation_of_evidence_with_mobile_sensor_data/links/5748785a08ae5c51e29e661d/Source-location-via-Bayesian-aggregation-of-evidence-with-mobile-sensor-data.pdf}, year = {2012}, note = {3 cites: https://scholar.google.com/scholar?cites=1437396262761117775\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00067, author = {M Barnes and A Dubrawski}, type = {PDF}, title = {The Binomial Block Bootstrap Estimator for Evaluating Loss on Dependent Clusters.}, journal = {UAI}, publisher = {pdfs.semanticscholar.org}, url = {https://pdfs.semanticscholar.org/0d5a/8d5beb75c0af88bb4fc410a6870719d2f9db.pdf}, year = {2017}, note = {3 cites: https://scholar.google.com/scholar?cites=13524285247902404834\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00068, author = {M Sabhnani and A Dubrawski and ...}, type = {HTML}, title = {Searching for Complex Patterns Using Disjunctive Anomaly Detection}, journal = {Online journal of public …}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3692787/}, year = {2013}, note = {3 cites: https://scholar.google.com/scholar?cites=5080964631710830374\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00069, author = {D Wang and M Fiterau and A Dubrawski and M Hravnak and ...}, title = {797: INTERPRETABLE ACTIVE LEARNING IN SUPPORT OF CLINICAL DATA ANNOTATION}, journal = {Critical Care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2014/12001/797___INTERPRETABLE_ACTIVE_LEARNING_IN_SUPPORT_OF.764.aspx}, year = {2014}, note = {3 cites: https://scholar.google.com/scholar?cites=15093263771678502423\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00070, author = {P Tandon and P Huggins and A Dubrawski and ...}, type = {PDF}, title = {Simultaneous detection of radioactive sources and inference of their properties}, journal = {IEEE Nuclear Science …}, publisher = {researchgate.net}, url = {https://www.researchgate.net/profile/Prateek_Tandon2/publication/275959307_Simultaneous_Detection_of_Radioactive_Sources_and_Inference_of_their_Properties/links/5747faf208ae14040e28da4d.pdf}, year = {2013}, note = {3 cites: https://scholar.google.com/scholar?cites=8460657325878000989\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00071, author = {A Dubrawski and N Sondheimer}, title = {Techniques for early warning of systematic failures of aerospace components}, journal = {2011 Aerospace Conference}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/5747589/}, year = {2011}, note = {3 cites: https://scholar.google.com/scholar?cites=4412939941536424570\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00072, author = {M Guillame-Bert and A Dubrawski and ...}, type = {CITATION}, title = {Utility of Empirical Models of Hemorrhage in Detecting and Quantifying Bleeding}, journal = {Intensive Care …}, publisher = {… 233 SPRING ST, NEW YORK, NY …}, year = {2014}, note = {2 cites: https://scholar.google.com/scholar?cites=2963060992665821570\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00073, author = {EL Bose and G Clermont and L Chen and AW Dubrawski and ...}, type = {HTML}, title = {Cardiorespiratory instability in monitored step-down unit patients: using cluster analysis to identify patterns of change}, journal = {Journal of clinical …}, publisher = {Springer}, url = {https://link.springer.com/article/10.1007/s10877-017-0001-7}, year = {2018}, note = {3 cites: https://scholar.google.com/scholar?cites=10664556003570976767\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00074, author = {A Dubrawski and L Chen and M Sabhnani and PJ Fedorka-Cray and ...}, type = {CITATION}, title = {Discovering Possible Linkages between Food-borne Illness and the Food Supply Using an Interactive Analysis Tool}, journal = {8th Annual Conference of …}, year = {2009}, note = {2 cites: https://scholar.google.com/scholar?cites=5617105963416657899\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00075, author = {J Kasperkiewicz and J Racz and A Dubrawski}, type = {CITATION}, title = {HPC strength prediction using artificial neural networks for development of diagnostic monitoring system in nuclear plants}, journal = {ASCE Journal of Computing in Civil …}, year = {1994}, note = {2 cites: https://scholar.google.com/scholar?cites=13523806770533298480\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00076, author = {J Racz and A Dubrawski and ...}, type = {CITATION}, title = {Computer-aided diagnosis of breast cancer based on analysis of microcalcifications}, journal = {Proceedings …}, publisher = {Medical Physics Publishing Madison}, year = {2000}, note = {2 cites: https://scholar.google.com/scholar?cites=1999672555389447802\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00077, author = {A Dubrawski and B Siemiątkowska}, type = {CITATION}, title = {A neural method for self-localization of a mobile robot equipped with 2D scanning range finder}, journal = {Proc. of International Workshop on Intelligent …}, year = {1997}, note = {2 cites: https://scholar.google.com/scholar?cites=7381309557052971899\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @book{pop00078, author = {A Dubrawski}, type = {CITATION}, title = {A framework for evaluating predictive capability of classifiers using receiver operating characteristic (ROC) approach: a brief introduction}, publisher = {Technical Report, Auton Laboratory …}, year = {2004}, note = {2 cites: https://scholar.google.com/scholar?cites=3528948893600169253\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00079, author = {J Kazperkiewiecz and J Raez and A Dubrawski}, type = {CITATION}, title = {HPC Strength prediction using artificial neural networks}, journal = {ASCE Journal of Computing in Civil …}, year = {1995}, note = {2 cites: https://scholar.google.com/scholar?cites=12721982816519592208\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00080, author = {N Waidyanatha and S Prashant and M Ganesan and A Dubrawski and ...}, type = {CITATION}, title = {Real-Time Biosurveillance pilot in India and Sri Lanka. e-Health Networking Applications and Services (Healthcom)}, journal = {12th IEEE International …}, year = {2010}, note = {2 cites: https://scholar.google.com/scholar?cites=1761861258995174264\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00081, author = {C Liu and SG Narasimhan and ...}, title = {Near-light photometric stereo using circularly placed point light sources}, journal = {2018 IEEE International …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/8368465/}, year = {2018}, note = {2 cites: https://scholar.google.com/scholar?cites=10193620281757817314\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00082, author = {L Chen and A Dubrawski and N Waidyanatha and ...}, type = {PDF}, title = {Automated detection of data entry errors in a real time surveillance system}, journal = {… Health Threats J}, publisher = {lirneasia.net}, url = {http://lirneasia.net/wp-content/uploads/2010/12/ISDS-2010-Data-Entry-Errors-for-Robin.pdf}, year = {2011}, note = {2 cites: https://scholar.google.com/scholar?cites=13162438109792540679\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00083, author = {J Roure and A Dubrawski and J Schneider}, title = {Learning detectors of events in multivariate time series}, journal = {AMIA Annual Symposium …}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2655975/}, year = {2008}, note = {2 cites: https://scholar.google.com/scholar?cites=15727920624186903412\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00084, author = {S Mikus and A Dubrawski and N Sondheimer and L Moyer and ...}, type = {CITATION}, title = {Collective Machine Learning for Early Identification of Logistics Crises}, journal = {… Conference, Cincinnati, OH}, year = {2007}, note = {2 cites: https://scholar.google.com/scholar?cites=7222491377807525773\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00085, author = {L Chen and A Dubrawski and M Hravnak and G Clermont and ...}, type = {PDF}, title = {41: FORECASTING CARDIO-RESPIRATORY INSTABILITY IN MONITORED PATIENTS A MACHINE LEARNING APPROACH}, journal = {Critical Care …}, publisher = {umsha.ac.ir}, url = {https://scholar.google.comftp://ftp.umsha.ac.ir/Learning/Journal-of-Nuclear/Critical%20Care%20Medicine2/2014/Volume%2042(12)%20Supplement%201/00003246-201412001-00044.pdf}, year = {2014}, note = {2 cites: https://scholar.google.com/scholar?cites=15321415602391222223\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00086, author = {A Dubrawski and L Chen and J Ostlund}, title = {Using AFDL algorithm to estimate risk of positive outcomes of microbial tests at food establishments}, journal = {Advances in Disease …}, publisher = {faculty.washington.edu}, url = {http://faculty.washington.edu/lober/www.isdsjournal.org/htdocs/articles/3297.pdf}, year = {2008}, note = {2 cites: https://scholar.google.com/scholar?cites=10298528431981028781\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00087, author = {A Dubrawski and S Ray and P Huggins and S Labov and K Nelson}, type = {CITATION}, title = {Diagnosing machine learning-based nuclear evaluation system}, journal = {Proceedings of the IEEE NSS}, year = {2012}, note = {2 cites: https://scholar.google.com/scholar?cites=17325976827451268476\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00088, author = {A Dubrawski}, type = {PDF}, title = {Memory-based stochastic optimization for automated tuning of neural network's high level parameters}, journal = {4th International Symposium on Intelligent …}, publisher = {pdfs.semanticscholar.org}, url = {https://pdfs.semanticscholar.org/e183/d8b40e3082933c79e06744a6dfe6b9476bee.pdf}, year = {1996}, note = {2 cites: https://scholar.google.com/scholar?cites=9287447548750178579\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00089, author = {D Wang and L Chen and M Fiterau and A Dubrawski and ...}, title = {Multi-tier ground truth elicitation framework with application to artifact classification for predicting patient instability}, journal = {J Intensive Care …}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~mfiterau/papers/2014/ESICM_2014_annotation_poster.pdf}, year = {2014}, note = {2 cites: https://scholar.google.com/scholar?cites=8721786423099153697\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00090, author = {N Waidyanatha and Ganesan M and P Weerakoon and G Gow and M Sabhnani and A Dubrawski}, type = {CITATION}, title = {Real Time Biosurveillance Pilot in India and Sri Lanka: http://lirneasia. net/wp-content/uploads/2009/11}, journal = {Prashant and Waidyanatha}, year = {2009}, note = {2 cites: https://scholar.google.com/scholar?cites=6037212725377428369\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00091, author = {M Fiterau and A Dubrawski and M Hravnak and L Chen and ...}, title = {51: ARCHETYPING ARTIFACTS IN MONITORED NONINVASIVE VITAL SIGNS DATA}, journal = {Critical Care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/fulltext/2014/12001/51___ARCHETYPING_ARTIFACTS_IN_MONITORED.54.aspx}, year = {2014}, note = {2 cites: https://scholar.google.com/scholar?cites=5594681672190912215\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00092, author = {M Fiterau and A Dubrawski and C Ye}, type = {PDF}, title = {Real-time adaptive monitoring of vital signs for clinical alarm preemption}, journal = {Emerging Health Threats Journal}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/afs/cs.cmu.edu/Web/People/mfiterau/papers/2011/iSDS_EHTJ_A_11146.pdf}, year = {2011}, note = {2 cites: https://scholar.google.com/scholar?cites=13595151128965083982\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{miller2019statistical, title = {Statistical outbreak detection by joining medical records and pathogen similarity}, author = {Miller, James K and Chen, Jieshi and Sundermann, Alexander and Marsh, Jane W and Saul, Melissa I and Shutt, Kathleen A and Pacey, Marissa and Mustapha, Mustapha M and Harrison, Lee H and Dubrawski, Artur}, journal = {Journal of biomedical informatics}, pages = {103126}, year = {2019}, publisher = {Elsevier} } @article{pop00094, author = {AW Dubrawski and AW Moore}, type = {CITATION}, title = {Scoring discriminative capabilities of data attributes using Bayesian classi er and Monte Carlo integration}, journal = {Proceedings of the ECML97 Workshop on Case-Based …}, year = {1997}, note = {1 cites: https://scholar.google.com/scholar?cites=5394562014660078804\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00095, author = {AW Dubrawski and JK Ostlund and L Chen and ...}, type = {HTML}, title = {Computationally efficient scoring of activity using demographics and connectivity of entities}, journal = {Information Technology …}, publisher = {Springer}, url = {https://link.springer.com/article/10.1007/s10799-010-0069-y}, year = {2010}, note = {1 cites: https://scholar.google.com/scholar?cites=8012474543639570028\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00096, author = {E Bose and L Chen and G Clermont and A Dubrawski and ...}, title = {Risk for cardiorespiratory instability following transfer to a monitored step-down unit}, journal = {Respiratory …}, publisher = {rc.rcjournal.com}, url = {http://rc.rcjournal.com/content/62/4/415.short}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=10828626780178150061\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00097, author = {A Tengli and A Dubrawski and L Chen}, type = {PDF}, title = {Learning Predictive Models from Small Sets of Dirty Data}, journal = {International Conference on …}, publisher = {www-cgi.cs.cmu.edu}, url = {http://www-cgi.cs.cmu.edu/afs/cs.cmu.edu/Web/People/tengli/publications/learning-predictive-models.pdf}, year = {2005}, note = {1 cites: https://scholar.google.com/scholar?cites=12402388585468884242\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00098, author = {M Hravnak and T Pellathy and L Chen and A Dubrawski and ...}, type = {HTML}, title = {A call to alarms: Current state and future directions in the battle against alarm fatigue}, journal = {Journal of …}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0022073618304722}, year = {2018}, note = {1 cites: https://scholar.google.com/scholar?cites=8617949828159414145\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00100, author = {Y Xu and S Balakrishnan and A Singh and A Dubrawski}, title = {Nonparametric Regression with Comparisons: Escaping the Curse of Dimensionality with Ordinal Information}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1806.03286}, year = {2018}, note = {1 cites: https://scholar.google.com/scholar?cites=2678795384271462367\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00101, author = {M De-Arteaga and A Dubrawski and ...}, title = {Learning under selective labels in the presence of expert consistency}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1807.00905}, year = {2018}, note = {1 cites: https://scholar.google.com/scholar?cites=5158914190564868595\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00102, author = {Hravnak, M and Chen, L and Bose, E and Fiterau, M and Guillame-Bert, M and Dubrawski, A and Clermont, G and Pinsky, MR}, title = {Artifact patterns in continuous noninvasive monitoring of patients}, journal = {Intensive care medicine}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4262397/}, year = {2013}, note = {1 cites: https://scholar.google.com/scholar?cites=6872587765980765820\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00103, author = {L Chen and M Fiterau and A Dubrawski and G Clermont and ...}, type = {CITATION}, title = {Active machine learning to increase annotation efficiency in classifying vital sign events as artifact or real alerts in continuous noninvasive monitoring}, journal = {Am J Respir Crit Care …}, publisher = {atsjournals.org}, url = {https://www.atsjournals.org/doi/abs/10.1164/ajrccm-conference.2014.189.1_MeetingAbstracts.A3627}, year = {2014}, note = {1 cites: https://scholar.google.com/scholar?cites=16412740403417139293\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00104, author = {Hravnak, M and Chen, L and Dubrawski, A and Clermont, G and Bose, E and Fiterau, M and Wang, D and Guillame-Bert, M and Pinsky, MR}, type = {CITATION}, title = {Supervised Machine Learning Can Classify Artifact In Multi-Signal Vital Sign Monitoring Data Erom Step-Down Unit (SDU) Patients}, journal = {Intensive Care Medicine}, publisher = {SPRINGER 233 SPRING ST, NEW YORK, NY 10013 USA}, year = {2014}, note = {1 cites: https://scholar.google.com/scholar?cites=4151821085790794976\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00106, author = {C Liu and SG Narasimhan and ...}, title = {Matting and Depth Recovery of Thin Structures using a Focal Stack}, journal = {Proceedings of the IEEE …}, publisher = {openaccess.thecvf.com}, url = {http://openaccess.thecvf.com/content_cvpr_2017/html/Liu_Matting_and_Depth_CVPR_2017_paper.html}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=12250777553467070025\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00107, author = {R Rabbany and D Eswaran and AW Dubrawski and ...}, title = {Beyond Assortativity: Proclivity Index for Attributed Networks (ProNe)}, journal = {Pacific-Asia Conference …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-319-57454-7_18}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=793769632943285000\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00108, author = {Hravnak, Marilyn and Chen, Lujie and Bose, Eliezer and Fiterau, Madalina and Guillame-Bert, Matthieu and Dubrawski, Artur and Clermont, Gilles and Pinsky, Michael}, title = {285: REAL ALERTS AND ARTIFACT IN CONTINUOUS NONINVASIVE VITAL SIGN MONITORING MONO-VS. MULTI-PROCESS}, journal = {Critical Care Medicine}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Abstract/2013/12001/285___Real_Alerts_and_Artifact_in_Continuous.249.aspx}, year = {2013}, note = {1 cites: https://scholar.google.com/scholar?cites=6098310638027486647\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00109, author = {N Gisolfi and M Fiterau and A Dubrawski}, title = {Finding meaningful gaps to guide data acquisition for a radiation adjudication system}, journal = {Twenty-Ninth AAAI Conference on …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/viewPaper/9998}, year = {2015}, note = {1 cites: https://scholar.google.com/scholar?cites=4809046071275561725\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @book{pop00110, author = {M Fiterau and A Dubrawski and J Schneider and G Gordon}, type = {PDF}, title = {Trade-offs in Explanatory Model Learning}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/afs/.cs.cmu.edu/Web/People/mfiterau/papers/2012/dap_fiterau.pdf}, year = {2012}, note = {1 cites: https://scholar.google.com/scholar?cites=2520795475808775847\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00111, author = {M Sabhnani and A Dubrawski and ...}, type = {PDF}, title = {T-Cube Web Interface for Real-time Biosurveillance in Sri Lanka}, journal = {Advances in Disease …}, publisher = {lirneasia.net}, url = {http://www.lirneasia.net/wp-content/uploads/2009/12/DubrawskiSabhnaniWaidyanatha.pdf}, year = {2007}, note = {1 cites: https://scholar.google.com/scholar?cites=3176839017207513348\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00112, author = {M Guillame-Bert and A Dubrawski}, title = {Batched Lazy Decision Trees}, journal = {arXiv preprint arXiv:1603.02578}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1603.02578}, year = {2016}, note = {1 cites: https://scholar.google.com/scholar?cites=15650213511508617459\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00113, author = {M Fiterau and A Dubrawski}, title = {Active learning for informative projection retrieval}, journal = {Twenty-Ninth AAAI Conference on Artificial …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/viewPaper/9906}, year = {2015}, note = {1 cites: https://scholar.google.com/scholar?cites=529622524418804216\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00114, author = {L Chen and H Admoni and A Dubrawski}, type = {PDF}, title = {Toward a companion robot fostering perseverance in math-a pilot study}, journal = {Human Robot Interaction for Learning …}, publisher = {r4l.epfl.ch}, url = {https://r4l.epfl.ch/wp-content/uploads/2018/09/paper6.pdf}, year = {2018}, note = {1 cites: https://scholar.google.com/scholar?cites=9846807371858041954\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00115, author={Herlands, William and De-Arteaga, Maria and Neill, Daniel and Dubrawski, Artur}, title = {Lass-0: sparse non-convex regression by local search}, journal = {arXiv preprint arXiv:1511.04402}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1511.04402}, year = {2015}, note = {1 cites: https://scholar.google.com/scholar?cites=4538921620241918835\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00116, author = {J Roure and A Dubrawski and ...}, type = {PDF}, title = {Learning specific detectors of adverse events in multivariate time series}, journal = {Advances in Disease …}, publisher = {pdfs.semanticscholar.org}, url = {https://pdfs.semanticscholar.org/976d/dc8aa3c39330a21f594a388ab5df6cba9fb2.pdf}, year = {2007}, note = {1 cites: https://scholar.google.com/scholar?cites=8339340599125955341\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00117, author = {R Rabbany and D Bayani and A Dubrawski}, title = {Active search of connections for case building and combating human trafficking}, journal = {Proceedings of the 24th ACM …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=3220103}, year = {2018}, note = {1 cites: https://scholar.google.com/scholar?cites=17738131736262458532\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00118, author = {E Lei and K Miller and A Dubrawski}, title = {Learning Mixtures of Multi-Output Regression Models by Correlation Clustering for Multi-View Data}, journal = {arXiv preprint arXiv:1709.05602}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1709.05602}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=6387784739327892812\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00119, author = {L Chen and A Dubrawski}, type = {CITATION}, title = {Learning from learning curves: discovering interpretable learning trajectories}, journal = {… of the Seventh International Learning Analytics \& …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=3029449}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=4064713242045643580\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00120, author={Nagpal, Chirag and Miller, Kyle and Pellathy, Tiffany and Hravnak, Marilyn and Clermont, Gilles and Pinsky, Michael and Dubrawski, Artur}, title = {Semi-Supervised Prediction of Comorbid Rare Conditions Using Medical Claims Data}, journal = {2017 IEEE International Conference on Data Mining Workshops (ICDMW)}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/8215700/}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=11891426356059641330\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00121, author = {M De-Arteaga and A Dubrawski}, title = {Discovery of complex anomalous patterns of sexual violence in El Salvador}, journal = {arXiv preprint arXiv:1711.06538}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1711.06538}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=2962832734213709986\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00123, author = {M Barnes and K Miller and A Dubrawski}, title = {Performance Bounds for Pairwise Entity Resolution}, journal = {arXiv preprint arXiv:1509.03302}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1509.03302}, year = {2015}, note = {1 cites: https://scholar.google.com/scholar?cites=7636472140236717982\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00124, author = {N Gisolfi and M Fiterau and A Dubrawski and S Ray and ...}, type = {PDF}, title = {Finding gaps in data to guide development of a radiation threat adjudication system}, journal = {Symposium on …}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~./mfiterau/papers/2014/Gisolfi_et_al_SORMA.pdf}, year = {2014}, note = {1 cites: https://scholar.google.com/scholar?cites=6730757700481980123\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00125, author = {M Fiterau and A Dubrawski and L Chen and E Bose and M Hravnak and ...}, title = {Artifact adjudication for vital sign step-‐down unit data can be improved using active learning with low-‐dimensional models}, journal = {Entropy}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~mfiterau/papers/2014/ESICM_2014_Artifact_learning.pdf}, year = {2014}, note = {1 cites: https://scholar.google.com/scholar?cites=3285338123215714597\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00129, author = {M Fiterau and A Dubrawski and D Wang and L Chen and ...}, title = {Semi automated adjudication of vital sign alerts in step-down units}, journal = {Intensive care medicine …}, publisher = {Springer}, url = {https://link.springer.com/article/10.1186/2197-425X-3-S1-A769}, year = {2015}, note = {Query date: 2019-03-01}, } @book{pop00135, author={Moore, Andrew and Schneider, Jeff and Kubica, Jeremy and Goldenberg, Anna and Dubrawski, Artur and Ostlund, John and Choi, Patrick and Komarek, Jeanie and Goode, Adam and Sarkar, Purna}, title = {Scalable Detection and Optimization of N-ARY Linkages}, publisher = {apps.dtic.mil}, url = {https://apps.dtic.mil/docs/citations/ADA454928}, year = {2006}, note = {Query date: 2019-03-01}, } @article{pop00136, author = {AJ Sundermann and JK Miller and JW Marsh and ...}, title = {Automated data mining of the electronic health record for investigation of healthcare-associated outbreaks}, journal = {Infection Control \& …}, publisher = {cambridge.org}, url = {https://www.cambridge.org/core/journals/infection-control-and-hospital-epidemiology/article/automated-data-mining-of-the-electronic-health-record-for-investigation-of-healthcareassociated-outbreaks/C5C89168F6CCC59F7AF3F03678E4881F}, year = {2019}, note = {Query date: 2019-03-01}, } @book{pop00137, author = {M Sabhnani and AW Moore and AW Dubrawski}, type = {PDF}, title = {A Data Structure for Fast Extraction of Time Series from Large Datasets}, publisher = {reports-archive.adm.cs.cmu.edu}, url = {http://reports-archive.adm.cs.cmu.edu/anon/anon/usr/ftp/home/ftp/ml2007/CMU-ML-07-114.pdf}, year = {2007}, note = {Query date: 2019-03-01}, } @article{pop00140, author={Hravnak, M and Chen, L and Dubrawski, A and Wang, D and Bose, E and Clermont, G and Kaynar, AM and Wallace, D and Holder, A and Pinsky, MR}, title = {Machine learning can classify vital sign alerts as real or artifact in online continuous monitoring data}, journal = {Intensive care medicine experimental}, publisher = {icm-experimental.springeropen.com}, url = {https://icm-experimental.springeropen.com/articles/10.1186/2197-425X-3-S1-A550}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00143, author = {RA MacLachlan and A Dubrawski}, type = {PDF}, title = {Applied Indoor Localization: Map-based, Infrastructure-free, with Divergence Mitigation and Smoothing}, journal = {Information Fusion (FUSION….(2012)}, publisher = {microsoft.com}, url = {https://www.microsoft.com/en-us/research/wp-content/uploads/2014/10/ipsn_maclachlan.pdf}, year = {2010}, note = {Query date: 2019-03-01}, } @article{pop00144, author = {Holder, AL and Guillame-Bert, M and Chen, K and Huggins, P and Dubrawski, A and Hravnak, M and Clermont, G and others}, title = {Does advanced treatment of existing physiologic data allow for earlier detection of occult hemorrhage?}, journal = {Journal of Critical Care}, publisher = {annalsthoracicsurgery.org}, url = {https://www.annalsthoracicsurgery.org/article/S0883-9441(13)00240-2/abstract}, year = {2013}, note = {Query date: 2019-03-01}, } @book{pop00146, author = {R Sabhnani and A Dubrawski and J Schneider and A Singh and ...}, type = {PDF}, title = {Disjunctive Anomaly Detection: Identifying Complex Anomalous Patterns}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~sabhnani/proposal.pdf}, year = {2010}, note = {Query date: 2019-03-01}, } @article{pop00147, author = {A Dubrawski and M Ganesan and G Gow and M Sabhnani and ...}, type = {CITATION}, title = {Real-Time Biosurveillance Pilot in India and Sri Lanka, eAsia 2009, December 02–04, 2009}, journal = {Colombo, Sri Lanka}, year = {2009}, note = {Query date: 2019-03-01}, } @article{pop00149, author = {Xu, Yichong and Balakrishnan, Sivaraman and Singh, Aarti and Dubrawski, Artur}, title = {Interactive Linear Regression with Pairwise Comparisons}, journal = {2018 52nd Asilomar Conference on Signals, Systems, and Computers}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/8645081/}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00152, author = {J Yoon and V Jeanselme and Y Chen and A Dubrawski and ...}, title = {Prediction for Hypotension Episode with Multigranular Data in the Intensive Care Unit}, journal = {AMERICAN …}, publisher = {atsjournals.org}, url = {https://www.atsjournals.org/doi/pdf/10.1164/ajrccm-conference.2018.197.1_MeetingAbstracts.A4448}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00154, author = {M Guillame-Bert and A Dubrawski and ...}, title = {Forecasting escalation of cardio-respiratory instability using noninvasive vital sign monitoring data}, journal = {Intensive care …}, publisher = {icm-experimental.springeropen.com}, url = {https://icm-experimental.springeropen.com/articles/10.1186/2197-425X-3-S1-A590}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00155, author = {Hravnak, M and Chen, L and Fiterau, M and Dubrawski, A and Clermont, G and Guillame-Bert, M and Bose, E and Pinsky, MR}, title = {B94 PREDICTIONS AND OUTCOMES IN THE ICU: Active Machine Learning To Increase Annotation Efficiency In Classifying Vital Sign Events As Artifact Or Real Alerts In Continuous Noninvasive Monitoring}, journal = {American Journal of Respiratory and Critical Care Medicine}, publisher = {search.proquest.com}, url = {http://search.proquest.com/openview/2dc5c6d64f0cfcea6d62fc7ab5fcb119/1?pq-origsite=gscholar\&cbl=40575}, year = {2014}, note = {Query date: 2019-03-01}, } @article{pop00156, author = {L Chen and A Dubrawski and G Clermont and T Pellathy and ...}, title = {1257}, journal = {Critical Care …}, publisher = {insights.ovid.com}, url = {https://insights.ovid.com/critical-care-medicine/ccme/2019/01/001/1257/1212/00003246}, year = {2019}, note = {Query date: 2019-03-01}, } @article{pop00157, author = {Zambrano, S Romero and Guillame-Bert, M and Dubrawski, A and Clermont, G and Pinsky, MR}, title = {Detection of hemorrhage by analyzing shapes of the arterial blood pressure waveforms}, journal = {Intensive care medicine experimental}, publisher = {icm-experimental.springeropen.com}, url = {https://icm-experimental.springeropen.com/articles/10.1186/2197-425X-3-S1-A589}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00158, author = {V Ermakov and A Dubrawski and T Dohi and ...}, title = {Mining sea turtle nests: An amplitude independent feature extraction method for GPR data}, journal = {2012 14th …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/6254897/}, year = {2012}, note = {Query date: 2019-03-01}, } @article{pop00160, author = {A Dubrawski and L Chen and F Liu and ...}, type = {CITATION}, title = {PRE-OPERATIVE PROGNOSIS OF PREDISPOSITION FOR BLEEDING-INDUCED CRASH}, journal = {INTENSIVE …}, publisher = {… 233 SPRING ST, NEW YORK, NY …}, year = {2014}, note = {Query date: 2019-03-01}, } @article{pop00161, author = {J Yoon and L Mu and L Chen and AW Dubrawski and ...}, title = {C102 CRITICAL CARE: PREDICTING AND IDENTIFYING ARDS DEVELOPMENT, SEPSIS AND CLINICAL DETERIORATION: Data-Driven Prediction And Risk Score …}, journal = {American Journal of …}, publisher = {search.proquest.com}, url = {http://search.proquest.com/openview/c50e300c3b93a63afe6c51b4c9bf5cc9/1?pq-origsite=gscholar\&cbl=40575}, year = {2017}, note = {Query date: 2019-03-01}, } @article{pop00163, author = {M Hravnak and L Chen and A Dubrawski and G Clermont and ...}, type = {CITATION}, title = {alert subtypes in monitored step-down unit patients have low entropy. Critical Care}, journal = {Medicine}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00164, author = {AS Dubrawski}, type = {CITATION}, title = {M, and Waidyanatha, N.(2009)}, journal = {T-Cube Web Interface for Real-Time Biosurveillance …}, year = {2009}, note = {Query date: 2019-03-01}, } @article{pop00165, author = {A Wertz and M Hravnak and A Dubrawski and L Chen and ...}, title = {38: Sufficient Sampling Frequency For Machine Learning To Separate Monitoring Artifact From Instability}, journal = {Critical Care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2018/01001/38_SUFFICIENT_SAMPLING_FREQUENCY_FOR_MACHINE.40.aspx}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00166, author = {L Chen and A Dubrawski and G Clermont and T Pellathy and ...}, title = {1257: Binarized Severity Level Of Future Instability Risk In Continuously Monitored Patients}, journal = {Critical Care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2019/01001/1257__BINARIZED_SEVERITY_LEVEL_OF_FUTURE.1212.aspx}, year = {2019}, note = {Query date: 2019-03-01}, } @article{pop00167, author = {Holder, Andre and Guillame-Bert, Mathieu and Chen, Karen and Huggins, Peter and Dubrawski, Artur and Hravnak, Marilyn and Clermont, Gilles and Pinsky, Michael}, title = {Is there an information hierarchy among hemodynamic variables for early identification of occult hemorrhage?}, journal = {Journal of Critical Care}, publisher = {annalsthoracicsurgery.org}, url = {https://www.annalsthoracicsurgery.org/article/S0883-9441(13)00228-1/abstract}, year = {2013}, note = {Query date: 2019-03-01}, } @article{pop00168, author = {L Mu and L Chen and AW Dubrawski and M Hravnak and ...}, title = {Data-Driven Prediction And Risk Score Model For Tachycardia Event In The Intensive Care Unit}, journal = {Am J Respir Crit Care …}, publisher = {atsjournals.org}, url = {https://www.atsjournals.org/doi/pdf/10.1164/ajrccm-conference.2017.195.1_MeetingAbstracts.A6811}, year = {2017}, note = {Query date: 2019-03-01}, } @book{pop00170, author = {MA Lux and MM Ghallab and MP Lukowicz and MA Dubrawski and ...}, type = {PDF}, title = {Learning temporal association rules on Symbolic time sequences}, publisher = {pdfs.semanticscholar.org}, url = {https://pdfs.semanticscholar.org/f5c2/8b92b3455578eae71058f91829ec09b8c5db.pdf}, year = {2012}, note = {Query date: 2019-03-01}, } @article{pop00171, author = {D Eswaran and R Rabbany and AW Dubrawski and ...}, title = {Social-Affiliation Networks: Patterns and the SOAR Model}, journal = {… European Conference on …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-030-10928-8_7}, year = {2018}, note = {Query date: 2019-03-01}, } @book{pop00173, author = {M Barnes and A Dubrawski}, title = {Deep Spectral Clustering for Object Instance Segmentation}, publisher = {openreview.net}, url = {https://openreview.net/forum?id=B1OvoK1vG\&noteId=r1UVgJyFf}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00174, author = {N Gisolfi and A Dubrawski}, title = {Revealing Actionable Simplicity in Data}, journal = {2018 AAAI Spring Symposium Series}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/SSS/SSS18/paper/viewPaper/17521}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00175, author = {A Dubrawski and H Thorne}, title = {Evolution of a Useful Autonomous System}, journal = {Robot Motion and Control 2009}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-1-84882-985-5_42}, year = {2009}, note = {Query date: 2019-03-01}, } @book{pop00176, author = {N Waidyanatha and G Gow and S Prashat and G Muthiah and A Dubrawski and M Sabhnani}, type = {PDF}, title = {Evaluation Guideline RealTime Biosurveillance Program}, publisher = {lirneasia.net}, url = {http://lirneasia.net/wp-content/uploads/2010/01/Guidelines-for-evaluating-RTBP-v0.4.pdf}, year = {2009}, note = {Query date: 2019-03-01}, } @article{pop00178, author = {Boecking, Benedikt and Miller, Kyle and Kennedy, Emily and Dubrawski, Artur}, title = {Quantifying the Relationship between Large Public Events and Escort Advertising Behavior}, journal = {Journal of Human Trafficking}, publisher = {Taylor \& Francis}, url = {https://www.tandfonline.com/doi/abs/10.1080/23322705.2018.1458488}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00180, author = {M De-Arteaga and A Dubrawski and P Huggins}, title = {Canonical Autocorrelation Analysis}, journal = {arXiv preprint arXiv:1511.06419}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1511.06419}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00181, author = {J Sheng and L Chen and Y Xu and M Pinsky and M Hravnak and A Dubrawski}, title = {1259: Using Comparisons To Reduce Cost Of Data Annotation Required To Train Models For Bedside Monitoring}, journal = {Critical Care Medicine}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2019/01001/1259USING_COMPARISONS_TO_REDUCE_COST_OF_DATA.1214.aspx}, year = {2019}, note = {Query date: 2019-03-01}, } @article{pop00183, author = {L Chen and G Clermont and M Hravnak and M Pinsky and A Dubrawski}, title = {208: Personalized Cardiorespiratory Instability Risk Evolution Among Continuously Monitored Patients}, journal = {Critical Care Medicine}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2016/12001/208_PERSONALIZED_CARDIORESPIRATORYINSTABILITY.173.aspx}, year = {2016}, note = {Query date: 2019-03-01}, } @article{pop00184, author = {P Tandon and P Huggins and A Dubrawski and ...}, title = {Suppressing Background Radiation Using Poisson Principal Component Analysis}, journal = {arXiv preprint arXiv …}, publisher = {adsabs.harvard.edu}, url = {http://adsabs.harvard.edu/abs/2016arXiv160508455T}, year = {2016}, note = {Query date: 2019-03-01}, } @book{pop00185, author = {A Dubrawski}, title = {Machine Learning Algorithms for Statistical Patterns in Large Data Sets}, publisher = {apps.dtic.mil}, url = {https://apps.dtic.mil/docs/citations/AD1048823}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00186, author = {M Hravnak and L Chen and A Dubrawski and ...}, title = {62: Machine Learning Can Pre-identify Instability Risk For A Medical Emergency Team Call}, journal = {Critical Care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/FullText/2016/12001/62MACHINE_LEARNING_CAN_PRE_IDENTIFY_INSTABILITY.65.aspx}, year = {2016}, note = {Query date: 2019-03-01}, } @article{pop00188, author = {K Gutierrez and J Li and C Challu and A Dubrawski}, type = {PDF}, title = {Double Adaptive Stochastic Gradient Optimization}, journal = {stat}, publisher = {researchgate.net}, url = {https://www.researchgate.net/profile/Kin_Gutierrez/publication/328979238_Double_Adaptive_Stochastic_Gradient_Optimization/links/5bee397792851c6b27c25c56/Double-Adaptive-Stochastic-Gradient-Optimization.pdf}, year = {2018}, note = {Query date: 2019-03-01}, } @book{pop00190, author = {A Dubrawski}, title = {The design of small suport-recreational yacht with a wooden compliment (lux edition)}, publisher = {repo.pw.edu.pl}, url = {https://repo.pw.edu.pl/info/master/WUTf571781cefda4cdb9b3eea370e84bae8/}, year = {2012}, note = {Query date: 2019-03-01}, } @article{pop00191, author = {J Chen and A Dubrawski}, type = {HTML}, title = {Identification of Sufferers of Rare Diseases Using Medical Claims Data.}, journal = {Online journal of public health informatics}, publisher = {europepmc.org}, url = {https://europepmc.org/articles/pmc5462185}, year = {2017}, note = {Query date: 2019-03-01}, } @article{pop00192, author = {T Pellathy and L Chen and G Clermont and A Dubrawski and ...}, title = {58: Identifying Time Interval Features Predictive Of Hospital-acquired Venous Thromboembolism}, journal = {Critical Care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2019/01001/58__IDENTIFYING_TIME_INTERVAL_FEATURES_PREDICTIVE.61.aspx}, year = {2019}, note = {Query date: 2019-03-01}, } @article{pop00193, author = {M Barnes and A Dubrawski}, title = {Dependency Leakage: Analysis and Scalable Estimators}, journal = {arXiv preprint arXiv:1807.06713}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1807.06713}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00194, author = {T Pellathy and M Saul and G Clermont and C Nagpal and A Dubrawski and ...}, title = {205: Accuracy Of Identifying Venous Thromboembolism By Administrative Coding Compared To Manual Review}, journal = {Critical Care Medicine}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2018/01001/205_ACCURACY_OF_IDENTIFYING_VENOUS.171.aspx}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00195, author = {J Sheng and L Chen and Y Xu and M Pinsky and M Hravnak and A Dubrawski}, title = {1259: USING COMPARISONS TO REDUCE COST OF DATA ANNOTATION REQUIRED TO TRAIN MODELS FOR BEDSIDE MONITORING}, journal = {Critical Care Medicine}, publisher = {insights.ovid.com}, url = {https://insights.ovid.com/critical-care-medicine/ccme/2019/01/001/1259/1214/00003246}, year = {2019}, note = {Query date: 2019-03-01}, } @article{pop00198, author = {L Lucia and A Dubrawski and L Chen}, type = {HTML}, title = {Utility of Potential Misdiagnoses in Predicting Foodborne Outbreaks}, journal = {Online journal of public health …}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4050912/}, year = {2014}, note = {Query date: 2019-03-01}, } @article{pop00199, author = {T Pellathy and L Chen and A Dubrawski and ...}, type = {CITATION}, title = {Prevalence of Venous Thromboembolism (VTE) in an Adult Step-Down Unit Population: A Proof-of-Concept Feasibility Study for Machine Learning …}, journal = {NURSING …}, publisher = {LIPPINCOTT WILLIAMS \& WILKINS …}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00200, author = {S Venkatesan and JK Miller and J Schneider and A Dubrawski}, title = {Scaling active search using linear similarity functions}, journal = {arXiv preprint arXiv:1705.00334}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1705.00334}, year = {2017}, note = {Query date: 2019-03-01}, } @book{pop00201, author = {C Nagpal and B Boecking and K Miller and A Dubrawski}, type = {PDF}, title = {personaLink: A tool to Link Users across Online Forums.}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~chiragn/papers/drafts/personaLink.pdf}, year = {2016}, note = {Query date: 2019-03-01}, } @article{pop00202, author = {L Chen and A Dubrawski}, title = {Accelerated apprenticeship: teaching data science problem solving skills at scale}, journal = {Proceedings of the Fifth Annual ACM Conference …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=3231697}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00203, author = {M De-Arteaga and W Herlands and DB Neill and A Dubrawski}, title = {Machine Learning for the Developing World}, journal = {ACM Transactions on …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=3210548}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00204, author = {B Siemiatkowska and A Dubrawski}, title = {Navigation of a Mobile Robot}, journal = {Rough Sets and Current Trends …}, publisher = {books.google.com}, url = {https://books.google.com/books?hl=en\&lr=\&id=MbCoCAAAQBAJ\&oi=fnd\&pg=PA147\&dq=%22a.+dubrawski%22\&ots=Sr00kJ9PE4\&sig=Ult6s6V8lTjDWSKpWpdiLmsPC9A}, year = {2003}, note = {Query date: 2019-03-01}, } @article{pop00205, author = {D Bourne and A Dubrawski and MT Mason}, title = {Data-Driven Classification of Screwdriving Operations}, journal = {… International Symposium on …}, publisher = {books.google.com}, url = {https://books.google.com/books?hl=en\&lr=\&id=2pZtDgAAQBAJ\&oi=fnd\&pg=PA244\&dq=%22a.+dubrawski%22\&ots=Wpl50rjVK3\&sig=9K0w_sHt28q8pX0PQqijId4hEqY}, year = {2017}, note = {Query date: 2019-03-01}, } @article{pop00206, author = {JH Yoon and L Mu and L Chen and A Dubrawski and ...}, type = {HTML}, title = {Predicting tachycardia as a surrogate for instability in the intensive care unit}, journal = {Journal of clinical …}, publisher = {Springer}, url = {https://link.springer.com/article/10.1007/s10877-019-00277-0}, year = {2019}, note = {Query date: 2019-03-01}, } @article{pop00207, author = {M Barnes and A Dubrawski}, title = {Clustering on the Edge: Learning Structure in Graphs}, journal = {arXiv preprint arXiv:1605.01779}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1605.01779}, year = {2016}, note = {Query date: 2019-03-01}, } @article{pop00208, author = {K Miller and A Dubrawski}, title = {Gamma-Ray Source Detection With Small Sensors}, journal = {IEEE Transactions on Nuclear Science}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/8305516/}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00209, author = {M Fiterau and D Wang and A Dubrawski and G Clermont and ...}, title = {10: USING EXPERT REVIEW TO CALIBRATE SEMI-AUTOMATED ADJUDICATION OF VITAL SIGN ALERTS IN STEP-DOWN UNITS}, journal = {Critical care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2015/12001/10___USING_EXPERT_REVIEW_TOCALIBRATE.13.aspx}, year = {2015}, note = {Query date: 2019-03-01}, } @book{pop00211, author = {A Dubrawski}, title = {Machine Learning for Adaptable Heterogeneous Indexing and Search}, publisher = {apps.dtic.mil}, url = {https://apps.dtic.mil/docs/citations/AD1060877}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00212, author = {Y Wang and A Dubrawski and L Chen and ...}, title = {Patterns of Emergency Care Utilization by Chronically Ill}, journal = {Online journal of public …}, publisher = {ncbi.nlm.nih.gov}, url = {https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4050801/}, year = {2014}, note = {Query date: 2019-03-01}, } @article{pop00214, author = {D Wang and M Fiterau and A Dubrawski}, type = {PDF}, title = {VIPR: An Interactive Tool for Meaningful Visualization of High-Dimensional Data.}, journal = {IJCAI}, publisher = {pdfs.semanticscholar.org}, url = {https://pdfs.semanticscholar.org/62ec/a8275ebc9aeca8719d158e425830d3413031.pdf}, year = {2016}, note = {Query date: 2019-03-01}, } @article{pop00215, author = {M Hravnak and L Chen and A Dubrawski and D Wang and ...}, title = {42: RANDOM FOREST MODELS SEPARATE VITAL SIGN EVENTS AS REAL OR ARTIFACT IN CONTINUOUS MONITORING DATA}, journal = {Critical Care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2014/12001/42RANDOM_FOREST_MODELS_SEPARATE_VITAL_SIGN.45.aspx}, year = {2014}, note = {Query date: 2019-03-01}, } @article{pop00216, author = {I Gitman and J Chen and E Lei and A Dubrawski}, title = {Novel Prediction Techniques Based on Clusterwise Linear Regression}, journal = {arXiv preprint arXiv:1804.10742}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1804.10742}, year = {2018}, note = {Query date: 2019-03-01}, } @article{pop00217, author = {M Barnes and N Gisolfi and M Fiterau and A Dubrawski}, title = {Leveraging common structure to improve prediction across related datasets}, journal = {Twenty-Ninth AAAI …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/viewPaper/9970}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00218, author = {A Dubrawski}, title = {Extracting Useful Information from Multivariate Temporal Data}, journal = {Big Data and Business Analytics}, publisher = {books.google.com}, url = {https://books.google.com/books?hl=en\&lr=\&id=FoXNBQAAQBAJ\&oi=fnd\&pg=PA171\&dq=%22a.+dubrawski%22\&ots=o4C8fb4-t8\&sig=kqouedRrMfnSpis0igVDWDOwLx0}, year = {2016}, note = {Query date: 2019-03-01}, } @article{pop00219, author = {E Bose and G Clermont and L Chen and A Dubrawski and ...}, title = {150: CHARACTERIZING INITIAL CARDIORESPIRATORY INSTABILITY PATTERNS IN MONITORED STEP-DOWN UNIT PATIENTS}, journal = {Critical care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/Fulltext/2015/12001/150_CHARACTERIZING_INITIAL_CARDIORESPIRATORY.153.aspx}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00220, author = {Wang, Xuan and Chen, Lujie and Hravnak, Marilyn and Clermont, Gilles and Pinsky, Michael R and Dubrawski, Artur}, type = {CITATION}, title = {Utility of Anti-hypertension Prescription Orders in Predicting Future Hypertensive Instability Events.}, journal = {AMIA}, year = {2017}, note = {Query date: 2019-03-01}, } @book{pop00222, author = {M Fiterau and A Dubrawski}, type = {PDF}, title = {Explanation-Oriented Classification via Subspace Partitioning}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~mfiterau/papers/2012/EOP_SDM13.pdf}, year = {2012}, note = {Query date: 2019-03-01}, } @article{pop00223, author = {L Chen and A Dubrawski and M Hravnak and G Clermont and ...}, title = {823: PREDICTING RISK PROGRESSION TRAJECTORY FOR CARDIORESPIRATORY INSTABILITY IN MONITORED PATIENTS}, journal = {Critical care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/fulltext/2015/12001/823PREDICTING_RISK_PROGRESSION_TRAJECTORY_FOR.826.aspx}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00225, author={Chen, Lujie and Clermont, Gilles and Hravnak, Marilyn and Pinsky, Michael R and Dubrawski, Artur}, type = {CITATION}, title = {A Framework for Visual Tracking of Risk and its Drivers in Monitoring Patients Susceptible for Cardiorespiratory Instability.}, journal = {AMIA}, year = {2016}, note = {Query date: 2019-03-01}, } @article{pop00228, author = {M Hravnak and L Chen and A Dubrawski and E Bose and ...}, title = {88: CARDIORESPIRATORY INSTABILITY ALERT SUBTYPES IN MONITORED STEP-DOWN UNIT PATIENTS HAVE LOW ENTROPY}, journal = {Critical care …}, publisher = {journals.lww.com}, url = {https://journals.lww.com/ccmjournal/fulltext/2015/12001/88___CARDIORESPIRATORY_INSTABILITY_ALERT_SUBTYPES.91.aspx}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00229, author={De-Arteaga, Maria and Chen, Jieshi and Huggins, Peter and Elmer, Jonathan and Clermont, Gilles and Dubrawski, Artur}, type = {HTML}, title = {Predicting neurological recovery with Canonical Autocorrelation Embeddings}, journal = {PloS one}, publisher = {journals.plos.org}, url = {https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0210966}, year = {2019}, note = {Query date: 2019-03-01}, } @book{pop00231, author = {YZJSA Dubrawski}, type = {PDF}, title = {Learning Compressible Models}, publisher = {ra.adm.cs.cmu.edu}, url = {http://ra.adm.cs.cmu.edu/anon/usr/ftp/ml2009/CMU-ML-09-110.pdf}, year = {2009}, note = {Query date: 2019-03-01}, } @article{pop00232, author = {A Dubrawski}, title = {Mobilne sposoby sterowania w inteligentnym budynku}, journal = {Elektro Info}, publisher = {yadda.icm.edu.pl}, url = {http://yadda.icm.edu.pl/baztech/session.action?userAction=property\&parameterName=search%2FitemsPerPage\&parameterValue=100\&currentUrl=%2Fbaztech%2Felement%2Fbwmeta1.element.baztech-35e8df57-ae45-49af-832a-06dd4f5679a2\&currentApplicationPath=%2Felement%2Fbwmeta1.element.baztech-35e8df57-ae45-49af-832a-06dd4f5679a2\&selectResultsNumber=100}, year = {2014}, note = {1 cites: https://scholar.google.com/scholar?cites=4713655160845483473\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00233, author = {A Dubrawski and R Sawwa}, type = {CITATION}, title = {Three-dimensional laser range finders for mobile robots' navigation}, journal = {PRACE NAUKOWE-INSTYTUTU CYBERNETYKI …}, year = {1996}, note = {1 cites: https://scholar.google.com/scholar?cites=18265722946199781176\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00234, author = {A Dubrawski}, type = {CITATION}, title = {Zasady doboru gniazd wtykowych}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-b632b375-e8f4-4a26-aa62-116fe8f0f213}, year = {2002}, note = {1 cites: https://scholar.google.com/scholar?cites=998727232754028074\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-03-01}, } @article{pop00235, author = {A Borkowski and A Dubrawski and J Racz}, type = {CITATION}, title = {Neural networks of type art in navigation systems of mobile robots}, journal = {PRACE NAUKOWE-INSTYTUTU CYBERNETYKI …}, year = {1996}, note = {Query date: 2019-03-01}, } @article{pop00236, author = {A Dubrawski}, type = {CITATION}, title = {Inteligentna instalacja elektryczna w obiektach użyteczności publicznej}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-article-BPBA-0021-0005}, year = {2005}, note = {Query date: 2019-03-01}, } @article{pop00237, author = {A Dubrawski}, title = {Zdalne i wygodne zarządzanie inteligentną instalacją}, journal = {Elektro Info}, publisher = {yadda.icm.edu.pl}, url = {https://yadda.icm.edu.pl/baztech/session.action?userAction=property\&parameterName=search%2FitemsPerPage\&parameterValue=100\&currentUrl=%2Fbaztech%2Felement%2Fbwmeta1.element.baztech-421db50f-426d-47d9-8dae-3cf6dd8b618c\&currentApplicationPath=%2Felement%2Fbwmeta1.element.baztech-421db50f-426d-47d9-8dae-3cf6dd8b618c\&selectResultsNumber=100}, year = {2013}, note = {Query date: 2019-03-01}, } @article{pop00238, author = {A Dubrawski}, type = {CITATION}, title = {Instalacja elektryczna w domu}, journal = {Elektro Info}, publisher = {yadda.icm.edu.pl}, url = {http://yadda.icm.edu.pl/yadda/element/bwmeta1.element.baztech-article-BPBA-0020-0032}, year = {2005}, note = {Query date: 2019-03-01}, } @article{pop00239, author = {A Dubrawski}, title = {Kompleksowe sterowanie żaluzjami}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-b3dc9f4d-dc35-4c57-81b4-dad76c1445e6}, year = {2003}, note = {Query date: 2019-03-01}, } @article{pop00240, author = {A Dubrawski}, title = {Porównanie gniazd wtyczkowych}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-9fac3d3f-e69a-4237-83dd-80bab995f0b4}, year = {2002}, note = {Query date: 2019-03-01}, } @article{pop00241, author = {A Dubrawski}, title = {Kryteria wyboru sterowania w inteligentnym budynku}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-63296633-6a8a-46ca-8673-9568d8e3d234}, year = {2015}, note = {Query date: 2019-03-01}, } @article{pop00242, author = {A Dubrawski}, title = {Gniazda w pomieszczeniach specjalnych}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-article-BPBB-0010-0029}, year = {2004}, note = {Query date: 2019-03-01}, } @article{pop00243, author = {A Dubrawski}, type = {CITATION}, title = {Projektowanie instalacji EIB-uwagi praktyczne dla projektantów. Cz. 1}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-article-BPBA-0019-0009}, year = {2006}, note = {Query date: 2019-03-01}, } @article{pop00244, author = {A Dubrawski}, title = {Inteligentne łączniki czasowe}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-article-BPBB-0010-0036}, year = {2004}, note = {Query date: 2019-03-01}, } @article{pop00245, author = {A Dubrawski}, title = {Zalety i wady instalacji inteligentnych}, journal = {Elektro Info}, publisher = {infona.pl}, url = {https://www.infona.pl/resource/bwmeta1.element.baztech-16ab4b86-f8bd-41a9-9fb1-5a1f6e929535}, year = {2016}, note = {Query date: 2019-03-01}, } @article{pop00246, author = {A Dubrawski}, type = {CITATION}, title = {Urządzenia do sterowania i interakcji z użytkownikiem w inteligentnym budynku}, journal = {Elektro Info}, publisher = {yadda.icm.edu.pl}, url = {http://yadda.icm.edu.pl/yadda/element/bwmeta1.element.baztech-7b497d3e-80af-4b6a-b28d-f2cb0cd3ac80}, year = {2017}, note = {Query date: 2019-03-01}, } @book{pop00247, author = {AW Dubrawski}, type = {CITATION}, title = {Neural networks for self-localization of mobile robots}, publisher = {rcin.org.pl}, url = {http://rcin.org.pl/ippt/publication/23254}, year = {1999}, note = {Query date: 2019-03-01}, } @book{pop00248, author = {A Dubrawski}, type = {CITATION}, title = {Zasady komponowania ciągów uczących dla modeli nieszczelności kotłów fluidalnych}, publisher = {repo.pw.edu.pl}, url = {https://repo.pw.edu.pl/info/master/WUTa9f9fc64db4c46dba00584a7474253d8/}, year = {2012}, note = {Query date: 2019-03-01}, } @article{pop00249, author = {A Dubrawski}, title = {Ewolucja magistrali komunikacji danych w pojazdach kolejowych}, journal = {TTS Technika Transportu Szynowego}, publisher = {yadda.icm.edu.pl}, url = {http://yadda.icm.edu.pl/baztech/session.action?userAction=property\&parameterName=common%2Flang\&parameterValue=pl\&currentUrl=%2Fbaztech%2Felement%2Fbwmeta1.element.baztech-1b5e9e70-8a0d-4ab2-8f73-1fd70631656c\&currentApplicationPath=%2Felement%2Fbwmeta1.element.baztech-1b5e9e70-8a0d-4ab2-8f73-1fd70631656c\&selectResultsNumber=20}, year = {2015}, note = {Query date: 2019-03-01}, } @incollection{NIPS2018_7472, title = {Neural Architecture Search with Bayesian Optimisation and Optimal Transport}, author = {Kandasamy, Kirthevasan and Neiswanger, Willie and Schneider, Jeff and Poczos, Barnabas and Xing, Eric P}, booktitle = {Advances in Neural Information Processing Systems 31}, editor = {S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett}, pages = {2016--2025}, year = {2018}, publisher = {Curran Associates, Inc.}, url={http://papers.nips.cc/paper/7472-neural-architecture-search-with-bayesian-optimisation-and-optimal-transport.pdf} } @article{oliva2018transformation, title={Transformation autoregressive networks}, author={Oliva, Junier B and Dubey, Avinava and Zaheer, Manzil and P{\'o}czos, Barnab{\'a}s and Salakhutdinov, Ruslan and Xing, Eric P and Schneider, Jeff}, journal={arXiv preprint arXiv:1801.09819}, year={2018}, url={https://arxiv.org/abs/1801.09819} } @article{kandasamy2017asynchronous, title={Asynchronous parallel Bayesian optimisation via Thompson sampling}, author={Kandasamy, Kirthevasan and Krishnamurthy, Akshay and Schneider, Jeff and Poczos, Barnabas}, journal={arXiv preprint arXiv:1705.09236}, year={2017}, url={ https://arxiv.org/pdf/1705.09236.pdf}} @inproceedings{kandasamy2017multi, title={Multi-fidelity bayesian optimisation with continuous approximations}, author={Kandasamy, Kirthevasan and Dasarathy, Gautam and Schneider, Jeff and P{\'o}czos, Barnab{\'a}s}, booktitle={Proceedings of the 34th International Conference on Machine Learning-Volume 70}, pages={1799--1808}, year={2017}, organization={JMLR. org}, Url = {https://arxiv.org/pdf/1703.06240.pdf}} @inproceedings{Ravanbakhsh:2017:ETP:3305890.3305980, author = {Ravanbakhsh, Siamak and Schneider, Jeff and P\'{o}czos, Barnab\'{a}s}, title = {Equivariance Through Parameter-sharing}, booktitle = {Proceedings of the 34th International Conference on Machine Learning - Volume 70}, series = {ICML'17}, year = {2017}, location = {Sydney, NSW, Australia}, pages = {2892--2901}, numpages = {10}, url = {http://dl.acm.org/citation.cfm?id=3305890.3305980}, acmid = {3305980}, publisher = {JMLR.org}} @inproceedings{Oliva:2017:SRU:3305890.3305957, author = {Oliva, Junier B. and P\'{o}czos, Barnab\'{a}s and Schneider, Jeff}, title = {The Statistical Recurrent Unit}, booktitle = {Proceedings of the 34th International Conference on Machine Learning - Volume 70}, series = {ICML'17}, year = {2017}, location = {Sydney, NSW, Australia}, pages = {2671--2680}, numpages = {10}, url = {http://dl.acm.org/citation.cfm?id=3305890.3305957}, acmid = {3305957}, publisher = {JMLR.org}, } @article{10.1093/mnras/stx1958, author = {Garnett, Roman and Ho, Shirley and Bird, Simeon and Schneider, Jeff}, title = "{Detecting damped Ly α absorbers with Gaussian processes}", journal = {Monthly Notices of the Royal Astronomical Society}, volume = {472}, number = {2}, pages = {1850-1865}, year = {2017}, month = {08}, issn = {0035-8711}, doi = {10.1093/mnras/stx1958}, url = {https://dx.doi.org/10.1093/mnras/stx1958}, eprint = {http://oup.prod.sis.lan/mnras/article-pdf/472/2/1850/19925316/stx1958.pdf}, } @article{kandasamy2017query, title={Query efficient posterior estimation in scientific experiments via Bayesian active learning}, author={Kandasamy, Kirthevasan and Schneider, Jeff and P{\'o}czos, Barnab{\'a}s}, journal={Artificial Intelligence}, volume={243}, pages={45--56}, year={2017}, publisher={Elsevier}, Url = {https://www.sciencedirect.com/science/article/pii/S0004370216301394}} @inproceedings{ravanbakhsh2017enabling, title={Enabling dark energy science with deep generative models of galaxy images}, author={Ravanbakhsh, Siamak and Lanusse, Francois and Mandelbaum, Rachel and Schneider, Jeff and Poczos, Barnabas}, booktitle={Thirty-First AAAI Conference on Artificial Intelligence}, year={2017}, Url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14765/13939}}

@inproceedings{ma2017active, title={Active search for sparse signals with region sensing}, author={Ma, Yifei and Garnett, Roman and Schneider, Jeff}, booktitle={Thirty-First AAAI Conference on Artificial Intelligence}, year={2017}, Url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/view/14632/14410},} @article{ntampaka2016dynamical, title={Dynamical mass measurements of contaminated galaxy clusters using machine learning}, author={Ntampaka, Michelle and Trac, Hy and Sutherland, Dougal J and Fromenteau, Sebastian and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, journal={The Astrophysical Journal}, volume={831}, number={2}, pages={135}, year={2016}, publisher={IOP Publishing}, Url = {https://iopscience.iop.org/article/10.3847/0004-637X/831/2/135/meta},} @incollection{NIPS2016_6118, title = {Gaussian Process Bandit Optimisation with Multi-fidelity Evaluations}, author = {Kandasamy, Kirthevasan and Dasarathy, Gautam and Oliva, Junier B and Schneider, Jeff and Poczos, Barnabas}, booktitle = {Advances in Neural Information Processing Systems 29}, editor = {D. D. Lee and M. Sugiyama and U. V. Luxburg and I. Guyon and R. Garnett}, pages = {992--1000}, year = {2016}, publisher = {Curran Associates, Inc.}, url={http://papers.nips.cc/paper/6118-gaussian-process-bandit-optimisation-with-multi-fidelity-evaluations.pdf} } @incollection{NIPS2016_6592, title = {The Multi-fidelity Multi-armed Bandit}, author = {Kandasamy, Kirthevasan and Dasarathy, Gautam and Poczos, Barnabas and Schneider, Jeff}, booktitle = {Advances in Neural Information Processing Systems 29}, editor = {D. D. Lee and M. Sugiyama and U. V. Luxburg and I. Guyon and R. Garnett}, pages = {1777--1785}, year = {2016}, publisher = {Curran Associates, Inc.}, url = {http://papers.nips.cc/paper/6592-the-multi-fidelity-multi-armed-bandit.pdf} } @inproceedings{ravanbakhsh2016estimating, title={Estimating Cosmological Parameters from the Dark Matter Distribution.}, author={Ravanbakhsh, Siamak and Oliva, Junier B and Fromenteau, Sebastian and Price, Layne and Ho, Shirley and Schneider, Jeff G and P{\'o}czos, Barnab{\'a}s}, booktitle={ICML}, pages={2407--2416}, year={2016}, url = {http://proceedings.mlr.press/v48/ravanbakhshb16-supp.pdf}} @inproceedings{oliva2016bayesian, title={Bayesian nonparametric kernel-learning}, author={Oliva, Junier B and Dubey, Avinava and Wilson, Andrew G and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff and Xing, Eric P}, booktitle={Artificial Intelligence and Statistics}, pages={1078--1086}, year={2016},ur = {http://proceedings.mlr.press/v51/oliva16.pdf} } @inproceedings{ravanbakhsh2016stochastic, title={Stochastic neural networks with monotonic activation functions}, author={Ravanbakhsh, Siamak and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff and Schuurmans, Dale and Greiner, Russell}, booktitle={Artificial Intelligence and Statistics}, pages={809--818}, year={2016}, url = {http://proceedings.mlr.press/v51/ravanbakhsh16.pdf} } @inproceedings{li2016high, title={High dimensional bayesian optimization via restricted projection pursuit models}, author={Li, Chun-Liang and Kandasamy, Kirthevasan and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, booktitle={Artificial Intelligence and Statistics}, pages={884--892}, year={2016}, url = {http://proceedings.mlr.press/v51/li16e.pdf} } @inproceedings{wang2016nonparametric, title={Nonparametric Risk and Stability Analysis for Multi-Task Learning Problems.}, author={Wang, Xuezhi and Oliva, Junier B and Schneider, Jeff G and P{\'o}czos, Barnab{\'a}s}, booktitle={IJCAI}, pages={2146--2152}, year={2016}, url = {http://www.cs.cmu.edu/~schneide/MultiTaskIJCAI2016.pdf} } @article{ntampaka2015machine, title={A machine learning approach for dynamical mass measurements of galaxy clusters}, author={Ntampaka, Michelle and Trac, Hy and Sutherland, Dougal J and Battaglia, Nicholas and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, journal={The Astrophysical Journal}, volume={803}, number={2}, pages={50}, year={2015}, publisher={IOP Publishing}, url={https://iopscience.iop.org/article/10.1088/0004-637X/803/2/50/meta} } @inproceedings{garnett2015finding, title={Finding galaxies in the shadows of quasars with Gaussian processes}, author={Garnett, Roman and Ho, Shirley and Schneider, Jeff}, booktitle={International Conference on Machine Learning}, pages={1025--1033}, year={2015}, url = {http://proceedings.mlr.press/v37/garnett15.pdf} } @inproceedings{kandasamy2015high, title={High dimensional Bayesian optimisation and bandits via additive models}, author={Kandasamy, Kirthevasan and Schneider, Jeff and P{\'o}czos, Barnab{\'a}s}, booktitle={International Conference on Machine Learning}, pages={295--304}, year={2015}, url = {http://proceedings.mlr.press/v37/kandasamy15.pdf} } @inproceedings{sutherland2016linear, title={Linear-time learning on distributions with approximate kernel embeddings}, author={Sutherland, Dougal J and Oliva, Junier B and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, booktitle={Thirtieth AAAI Conference on Artificial Intelligence}, year={2016}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI16/paper/viewPaper/12460} } @article{oliva2014fast, title={Fast Function to Function Regression}, author={Oliva, Junier and Neiswanger, Willie and Poczos, Barnabas and Xing, Eric and Schneider, Jeff}, journal={arXiv preprint arXiv:1410.7414}, year={2014}, url = {https://arxiv.org/abs/1410.7414} } @article{boecking2015event, title={Event prediction with learning algorithms—A study of events surrounding the egyptian revolution of 2011 on the basis of micro blog data}, author={Boecking, Benedikt and Hall, Margeret and Schneider, Jeff}, journal={Policy \& Internet}, volume={7}, number={2}, pages={159--184}, year={2015}, publisher={Wiley Online Library}, Url = {https://onlinelibrary.wiley.com/doi/full/10.1002/poi3.89} } @inproceedings{kandasamy2015bayesian, title={Bayesian active learning for posterior estimation}, author={Kandasamy, Kirthevasan and Schneider, Jeff and P{\'o}czos, Barnab{\'a}s}, booktitle={Twenty-Fourth International Joint Conference on Artificial Intelligence}, year={2015}, Url = {https://www.aaai.org/ocs/index.php/IJCAI/IJCAI15/paper/viewPaper/10842} } @inproceedings{wang2015generalization, title={Generalization Bounds for Transfer Learning under Model Shift.}, author={Wang, Xuezhi and Schneider, Jeff G}, booktitle={UAI}, pages={922--931}, year={2015}, Url = {http://www.cs.cmu.edu/afs/.cs.cmu.edu/Web/People/schneide/XuezhiUAI2015.pdf} } @inproceedings{ma2015active, title={Active Search and Bandits on Graphs using Sigma-Optimality.}, author={Ma, Yifei and Huang, Tzu-Kuo and Schneider, Jeff G}, booktitle={UAI}, pages={542--551}, year={2015}, Url = {http://auai.org/uai2015/proceedings/papers/307.pdf} } @article{sutherland2015error, title={On the error of random fourier features}, author={Sutherland, Dougal J and Schneider, Jeff}, journal={arXiv preprint arXiv:1506.02785}, year={2015}, Url = {https://arxiv.org/abs/1506.02785} } @inproceedings{ma2015active, title={Active pointillistic pattern search}, author={Ma, Yifei and Sutherland, Dougal and Garnett, Roman and Schneider, Jeff}, booktitle={Artificial Intelligence and Statistics}, pages={672--680}, year={2015}, Url = {http://proceedings.mlr.press/v38/ma15.pdf}} @incollection{NIPS2014_5632, title = {Flexible Transfer Learning under Support and Model Shift}, author = {Wang, Xuezhi and Schneider, Jeff}, booktitle = {Advances in Neural Information Processing Systems 27}, editor = {Z. Ghahramani and M. Welling and C. Cortes and N. D. Lawrence and K. Q. Weinberger}, pages = {1898--1906}, year = {2014}, publisher = {Curran Associates, Inc.}, url={http://papers.nips.cc/paper/5632-flexible-transfer-learning-under-support-and-model-shift.pdf}} @inproceedings{wang2014active, title={Active transfer learning under model shift}, author={Wang, Xuezhi and Huang, Tzu-Kuo and Schneider, Jeff}, booktitle={International Conference on Machine Learning}, pages={1305--1313}, year={2014}, Url = {http://proceedings.mlr.press/v32/wangi14.pdf} } @inproceedings{ma2014active, title={Active area search via Bayesian quadrature}, author={Ma, Yifei and Garnett, Roman and Schneider, Jeff}, booktitle={Artificial intelligence and statistics}, pages={595--603}, year={2014}, Url = {http://proceedings.mlr.press/v33/ma14.pdf} } @inproceedings{oliva2014fusso, title={Fusso: Functional shrinkage and selection operator}, author={Oliva, Junier and P{\'o}czos, Barnab{\'a}s and Verstynen, Timothy and Singh, Aarti and Schneider, Jeff and Yeh, Fang-Cheng and Tseng, Wen-Yih}, booktitle={Artificial Intelligence and Statistics}, pages={715--723}, year={2014}, Url = {http://proceedings.mlr.press/v33/oliva14b.pdf} } @inproceedings{oliva2014fast, title={Fast distribution to real regression}, author={Oliva, Junier and Neiswanger, Willie and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff and Xing, Eric}, booktitle={Artificial Intelligence and Statistics}, pages={706--714}, year={2014}, Url = {http://proceedings.mlr.press/v33/oliva14a.pdf} } @article{xu2013first, title={A first look at creating mock catalogs with machine learning techniques}, author={Xu, Xiaoying and Ho, Shirley and Trac, Hy and Schneider, Jeff and Poczos, Barnabas and Ntampaka, Michelle}, journal={The Astrophysical Journal}, volume={772}, number={2}, pages={147}, year={2013}, publisher={IOP Publishing}, Url = {https://iopscience.iop.org/article/10.1088/0004-637X/772/2/147} } @incollection{NIPS2013_5065, title = {Learning Hidden Markov Models from Non-sequence Data via Tensor Decomposition}, author = {Huang, Tzu-Kuo and Schneider, Jeff}, booktitle = {Advances in Neural Information Processing Systems 26}, editor = {C. J. C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K. Q. Weinberger}, pages = {333--341}, year = {2013}, publisher = {Curran Associates, Inc.}, url={http://papers.nips.cc/paper/5065-learning-hidden-markov-models-from-non-sequence-data-via-tensor-decomposition.pdf} } @incollection{NIPS2013_4951, title = {\Sigma -Optimality for Active Learning on Gaussian Random Fields}, author = {Ma, Yifei and Garnett, Roman and Schneider, Jeff}, booktitle = {Advances in Neural Information Processing Systems 26}, editor = {C. J. C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K. Q. Weinberger}, pages = {2751--2759}, year = {2013}, publisher = {Curran Associates, Inc.}, url = {http://papers.nips.cc/paper/4951--optimality-for-active-learning-on-gaussian-random-fields.pdf} } @inproceedings{huang2013spectral, title={Spectral learning of hidden Markov models from dynamic and static data}, author={Huang, Tzu-Kuo and Schneider, Jeff}, booktitle={International Conference on Machine Learning}, pages={630--638}, year={2013}, Url = {http://proceedings.mlr.press/v28/huang13.pdf} }

@inproceedings{oliva2013distribution, title={Distribution to distribution regression}, author={Oliva, Junier and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, booktitle={International Conference on Machine Learning}, pages={1049--1057}, year={2013}, Url = http://proceedings.mlr.press/v28/oliva13.pdf} } @inproceedings{tesch2013expensive, title={Expensive function optimization with stochastic binary outcomes}, author={Tesch, Matthew and Schneider, Jeff and Choset, Howie}, booktitle={International Conference on Machine Learning}, pages={1283--1291}, year={2013}, Url = {http://proceedings.mlr.press/v28/tesch13.pdf} } @inproceedings{Wang:2013:ASG:2487575.2487605, author = {Wang, Xuezhi and Garnett, Roman and Schneider, Jeff}, title = {Active Search on Graphs}, booktitle = {Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining}, series = {KDD '13}, year = {2013}, isbn = {978-1-4503-2174-7}, location = {Chicago, Illinois, USA}, pages = {731--738}, numpages = {8}, url = {http://doi.acm.org/10.1145/2487575.2487605}, doi = {10.1145/2487575.2487605}, acmid = {2487605}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {active learning, graph search}, } @inproceedings{sutherland2013active, title={Active learning and search on low-rank matrices}, author={Sutherland, Dougal J and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, booktitle={Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining}, pages={212--220}, year={2013}, organization={ACM}, url={http://delivery.acm.org/10.1145/2490000/2487627/p212-sutherland.pdf?ip=128.237.119.113&id=2487627&acc=ACTIVE%20SERVICE&key=A792924B58C015C1%2E5A12BE0369099858%2E4D4702B0C3E38B35%2E4D4702B0C3E38B35&acm=1553190354_5bd025d7b9b5b196bd66e85522480955}, } @inproceedings{xiong2013efficient, title={Efficient learning on point sets}, author={Xiong, Liang and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, booktitle={2013 IEEE 13th International Conference on Data Mining}, pages={847--856}, year={2013}, organization={IEEE}, url={https://ieeexplore.ieee.org/abstract/document/6729569}, } @article{brunner2012behavior, title={Behavior-Based Screening as an Approach to Polypharmacological Ligands}, author={Brunner, Dani and Alexandrov, Vadim and Caldarone, Barbara and Hanania, Taleen and Lowe, David and Schneider, Jeff and Chandrasekhar, Jayaraman}, journal={Polypharmacology in Drug Discovery}, pages={303--313}, year={2012}, publisher={Wiley Online Library}, url={https://onlinelibrary.wiley.com/doi/pdf/10.1002/9781118098141.ch14}, } @article{poczos2012copula, title={Copula-based kernel dependency measures}, author={P{\'o}czos, Barnab{\'a}s and Ghahramani, Zoubin and Schneider, Jeff}, journal={arXiv preprint arXiv:1206.4682}, year={2012}, url={https://arxiv.org/abs/1206.4682}, } @article{garnett2012bayesian, title={Bayesian optimal active search and surveying}, author={Garnett, Roman and Krishnamurthy, Yamuna and Xiong, Xuehan and Schneider, Jeff and Mann, Richard}, journal={arXiv preprint arXiv:1206.6406}, year={2012}, url={https://arxiv.org/abs/1206.6406}, } @article{zhang2012maximum, title={Maximum margin output coding}, author={Zhang, Yi and Schneider, Jeff}, journal={arXiv preprint arXiv:1206.6478}, year={2012}, url={https://arxiv.org/abs/1206.6478}, } @inproceedings{poczos2012nonparametric, title={Nonparametric Estimation of Conditional Information and Divergences.}, author={P{\'o}czos, Barnab{\'a}s and Schneider, Jeff G}, booktitle={AISTATS}, pages={914--923}, year={2012}, url={http://proceedings.mlr.press/v22/poczos12/poczos12Supple.pdf}, } @inproceedings{zhang2012composite, title={A composite likelihood view for multi-label classification}, author={Zhang, Yi and Schneider, Jeff}, booktitle={Artificial Intelligence and Statistics}, pages={1407--1415}, year={2012}, url={http://proceedings.mlr.press/v22/zhang12b/zhang12b.pdf}, } @inproceedings{poczos2012nonparametric, title={Nonparametric kernel estimators for image classification}, author={P{\'o}czos, Barnab{\'a}s and Xiong, Liang and Sutherland, Dougal J and Schneider, Jeff}, booktitle={2012 IEEE Conference on Computer Vision and Pattern Recognition}, pages={2989--2996}, year={2012}, organization={IEEE}, url={https://ieeexplore.ieee.org/abstract/document/6248028}, } @InProceedings{10.1007/978-3-642-33486-3_47, author="Huang, Tzu-Kuo and Schneider, Jeff", editor="Flach, Peter A. and De Bie, Tijl and Cristianini, Nello", title="Learning Bi-clustered Vector Autoregressive Models", booktitle="Machine Learning and Knowledge Discovery in Databases", year="2012", publisher="Springer Berlin Heidelberg", address="Berlin, Heidelberg", pages="741--756", url={https://link.springer.com/chapter/10.1007/978-3-642-33486-3_47}, } @incollection{NIPS2011_4482, title = {Learning Auto-regressive Models from Sequence and Non-sequence Data}, author = {Tzu-kuo Huang and Jeff G. Schneider}, booktitle = {Advances in Neural Information Processing Systems 24}, editor = {J. Shawe-Taylor and R. S. Zemel and P. L. Bartlett and F. Pereira and K. Q. Weinberger}, pages = {1548--1556}, year = {2011}, publisher = {Curran Associates, Inc.}, url = {http://papers.nips.cc/paper/4482-learning-auto-regressive-models-from-sequence-and-non-sequence-data.pdf},} @incollection{NIPS2011_4299, title = {Group Anomaly Detection using Flexible Genre Models}, author = {Liang Xiong and Barnab\'{a}s P\'{o}czos and Jeff G. Schneider}, booktitle = {Advances in Neural Information Processing Systems 24}, editor = {J. Shawe-Taylor and R. S. Zemel and P. L. Bartlett and F. Pereira and K. Q. Weinberger}, pages = {1071--1079}, year = {2011}, publisher = {Curran Associates, Inc.}, url = {http://papers.nips.cc/paper/4299-group-anomaly-detection-using-flexible-genre-models.pdf}, } @article{daniel2011classification, title={Classification of stellar spectra with local linear embedding}, author={Daniel, Scott F and Connolly, Andrew and Schneider, Jeff and VanderPlas, Jake and Xiong, Liang}, journal={The Astronomical Journal}, volume={142}, number={6}, pages={203}, year={2011}, publisher={IOP Publishing}, url={https://iopscience.iop.org/article/10.1088/0004-6256/142/6/203/meta}, } @inproceedings{garnett2011bayesian, title={Bayesian optimal active search on graphs}, author={Garnett, Roman and Krishnamurthy, Yamuna and Wang, Donghan and Schneider, Jeff and Mann, Richard}, booktitle={Ninth Workshop on Mining and Learning with Graphs}, year={2011}, organization={Citeseer}, url={http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.646.9603&rep=rep1&type=pdf}, } @article{poczos2012nonparametric, title={Nonparametric divergence estimation with applications to machine learning on distributions}, author={P{\'o}czos, Barnab{\'a}s and Xiong, Liang and Schneider, Jeff}, journal={arXiv preprint arXiv:1202.3758}, year={2012}, url={https://arxiv.org/abs/1202.3758}, } @inproceedings{poczos2011estimation, title={On the estimation of alpha-divergences}, author={P{\'o}czos, Barnab{\'a}s and Schneider, Jeff}, booktitle={Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics}, pages={609--617}, year={2011}, url={http://proceedings.mlr.press/v15/poczos11a/poczos11a.pdf}, } @inproceedings{xiong2011hierarchical, title={Hierarchical probabilistic models for group anomaly detection}, author={Xiong, Liang and P{\'o}czos, Barnab{\'a}s and Schneider, Jeff and Connolly, Andrew and VanderPlas, Jake}, booktitle={Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics}, pages={789--797}, year={2011}, url={http://proceedings.mlr.press/v15/xiong11a/xiong11a.pdf}, } @inproceedings{zhang2011multi, title={Multi-label output codes using canonical correlation analysis}, author={Zhang, Yi and Schneider, Jeff}, booktitle={Proceedings of the fourteenth international conference on artificial intelligence and statistics}, pages={873--882}, year={2011}, url={http://proceedings.mlr.press/v15/zhang11c/zhang11c.pdf}, } @inproceedings{tesch2011adapting, title={Adapting control policies for expensive systems to changing environments}, author={Tesch, Matthew and Schneider, Jeff and Choset, Howie}, booktitle={2011 IEEE/RSJ International Conference on Intelligent Robots and Systems}, pages={357--364}, year={2011}, organization={IEEE}, url={https://ieeexplore.ieee.org/abstract/document/6095039}, } @inproceedings{tesch2011using, title={Using response surfaces and expected improvement to optimize snake robot gait parameters}, author={Tesch, Matthew and Schneider, Jeff and Choset, Howie}, booktitle={2011 IEEE/RSJ International Conference on Intelligent Robots and Systems}, pages={1069--1074}, year={2011}, organization={IEEE}’ url={https://ieeexplore.ieee.org/abstract/document/6095076}, } @inproceedings{poczos2011nonparametric, title={Nonparametric divergence estimators for independent subspace analysis}, author={P{\'o}czos, Barnab{\'a}s and Szab{\'o}, Zolt{\'a}n and Schneider, Jeff}, booktitle={2011 19th European Signal Processing Conference}, pages={1718--1722}, year={2011}, organization={IEEE}, url={https://ieeexplore.ieee.org/abstract/document/7073923}, } @inproceedings{xiong2011direct, title={Direct robust matrix factorizatoin for anomaly detection}, author={Xiong, Liang and Chen, Xi and Schneider, Jeff}, booktitle={2011 IEEE 11th International Conference on Data Mining}, pages={844--853}, year={2011}, organization={IEEE}, url={https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6137289}, } @inproceedings{zhang2010learning, title={Learning multiple tasks with a sparse matrix-normal penalty}, author={Zhang, Yi and Schneider, Jeff G}, booktitle={Advances in neural information processing systems}, pages={2550--2558}, year={2010}, url={http://papers.nips.cc/paper/4095-learning-multiple-tasks-with-a-sparse-matrix-normal-penalty.pdf}, } @inproceedings{zhang2010projection, title={Projection penalties: dimension reduction without loss}, author={Zhang, Yi and Schneider, Jeff G}, booktitle={Proceedings of the 27th International Conference on Machine Learning (ICML-10)}, pages={1223--1230}, year={2010}, url={http://www.cs.cmu.edu/afs/cs.cmu.edu/Web/People/schneide/ProjectPenalty.pdf}, } @inproceedings{huang2010learning, title={Learning nonlinear dynamic models from non-sequenced data}, author={Huang, Tzu--Kuo and Song, Le and Schneider, Jeff}, booktitle={Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics}, pages={350--357}, year={2010}, url={http://proceedings.mlr.press/v9/huang10c/huang10c.pdf}, } @inproceedings{xiong2010temporal, title={Temporal collaborative filtering with bayesian probabilistic tensor factorization}, author={Xiong, Liang and Chen, Xi and Huang, Tzu-Kuo and Schneider, Jeff and Carbonell, Jaime G}, booktitle={Proceedings of the 2010 SIAM international conference on data mining}, pages={211--222}, year={2010}, organization={SIAM} } @inproceedings{zhang2010learning, title={Learning compressible models}, author={Zhang, Yi and Schneider, Jeff and Dubrawski, Artur}, booktitle={Proceedings of the 2010 SIAM International Conference on Data Mining}, pages={872--881}, year={2010}, organization={SIAM}, url={https://www.cs.cmu.edu/~yizhang1/docs/Compressible.pdf}, } @inproceedings{donmez2010probabilistic, title={A probabilistic framework to learn from multiple annotators with time-varying accuracy}, author={Donmez, Pinar and Carbonell, Jaime and Schneider, Jeff}, booktitle={Proceedings of the 2010 SIAM International Conference on Data Mining}, pages={826--837}, year={2010}, organization={SIAM} } @inproceedings{huang2009learning, title={Learning linear dynamical systems without sequence information}, author={Huang, Tzu-Kuo and Schneider, Jeff}, booktitle={Proceedings of the 26th Annual International Conference on Machine Learning}, pages={425--432}, year={2009}, organization={ACM}, url={http://www.cs.cmu.edu/afs/cs/user/schneide/web/TK_ICML09.pdf}, } @inproceedings{donmez2009efficiently, title={Efficiently learning the accuracy of labeling sources for selective sampling}, author={Donmez, Pinar and Carbonell, Jaime G and Schneider, Jeff}, booktitle={Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining}, pages={259--268}, year={2009}, organization={ACM}, url={http://www.cs.cmu.edu/~jgc/publication/Efficiently_Learning_The_Accuracy_Of_Labeling_Sources_For_Selective_Sampling.pdf}, } @inproceedings{zhang2009learning, title={Learning the semantic correlation: An alternative way to gain from unlabeled text}, author={Zhang, Yi and Dubrawski, Artur and Schneider, Jeff G}, booktitle={Advances in Neural Information Processing Systems}, pages={1945--1952}, year={2009}, url={https://papers.nips.cc/paper/3490-learning-the-semantic-correlation-an-alternative-way-to-gain-from-unlabeled-text.pdf}, } @inproceedings{Das:2008:APD:1401890.1401915, author = {Das, Kaustav and Schneider, Jeff and Neill, Daniel B.}, title = {Anomaly Pattern Detection in Categorical Datasets}, booktitle = {Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining}, series = {KDD '08}, year = {2008}, isbn = {978-1-60558-193-4}, location = {Las Vegas, Nevada, USA}, pages = {169--176}, numpages = {8}, url = {http://doi.acm.org/10.1145/1401890.1401915}, doi = {10.1145/1401890.1401915}, acmid = {1401915}, publisher = {ACM}, address = {New York, NY, USA}, keywords = {anomaly detection, machine learning, pattern detection}, } @inproceedings{Bryan:2008:ALL:1390156.1390167, author = {Bryan, Brent and Schneider, Jeff}, title = {Actively Learning Level-sets of Composite Functions}, booktitle = {Proceedings of the 25th International Conference on Machine Learning}, series = {ICML '08}, year = {2008}, isbn = {978-1-60558-205-4}, location = {Helsinki, Finland}, pages = {80--87}, numpages = {8}, url = {http://doi.acm.org/10.1145/1390156.1390167}, doi = {10.1145/1390156.1390167}, acmid = {1390167}, publisher = {ACM}, address = {New York, NY, USA}, } @article{doi:10.1021/cc7001205, author = {Houghten, Richard A. and Pinilla, Clemencia and Giulianotti, Marc A. and Appel, Jon R. and Dooley, Colette T. and Nefzi, Adel and Ostresh, John M. and Yu, Yongping and Maggiora, Gerald M. and Medina-Franco, Jose L. and Brunner, Daniela and Schneider, Jeff}, title = {Strategies for the Use of Mixture-Based Synthetic Combinatorial Libraries: Scaffold Ranking, Direct Testing In Vivo, and Enhanced Deconvolution by Computational Methods}, journal = {Journal of Combinatorial Chemistry}, volume = {10}, number = {1}, pages = {3-19}, year = {2008}, doi = {10.1021/cc7001205}, note ={PMID: 18067268}, URL = {https://doi.org/10.1021/cc7001205}, } @inproceedings{Bryan:2007:ECM:1273496.1273509, author = {Bryan, Brent and McMahan, H. Brendan and Schafer, Chad M. and Schneider, Jeff}, title = {Efficiently Computing Minimax Expected-size Confidence Regions}, booktitle = {Proceedings of the 24th International Conference on Machine Learning}, series = {ICML '07}, year = {2007}, isbn = {978-1-59593-793-3}, location = {Corvalis, Oregon, USA}, pages = {97--104}, numpages = {8}, url = {http://doi.acm.org/10.1145/1273496.1273509}, doi = {10.1145/1273496.1273509}, acmid = {1273509}, publisher = {ACM}, address = {New York, NY, USA}, } @article{Bryan_2007, doi = {10.1086/518999}, url = {https://doi.org/10.1086%2F518999}, year = 2007, month = {aug}, publisher = {{IOP} Publishing}, volume = {665}, number = {1}, pages = {25--41}, author = {Brent Bryan and Jeff Schneider and Christopher J. Miller and Robert C. Nichol and Christopher Genovese and Larry Wasserman}, title = {Mapping the Cosmological Confidence Ball Surface}, journal = {The Astrophysical Journal}, }

@inproceedings{inproceedings, author = {Roure, Josep and Dubrawski, Artur and G. Schneider, Jeff}, year = {2007}, month = {01}, pages = {124-133}, title = {A Study into Detection of Bio-Events in Multiple Streams of Surveillance Data}, volume = {4506}, doi = {10.1007/978-3-540-72608-1_12}, url={https://www.researchgate.net/publication/221495646_A_Study_into_Detection_of_Bio-Events_in_Multiple_Streams_of_Surveillance_Data}, } @inproceedings{Bryan:2005:ALI:2976248.2976269, author = {Bryan, Brent and Schneider, Jeff and Nichol, Robert C. and Miller, Christopher J. and Genovese, Christopher R. and Wasserman, Larry}, title = {Active Learning for Identifying Function Threshold Boundaries}, booktitle = {Proceedings of the 18th International Conference on Neural Information Processing Systems}, series = {NIPS'05}, year = {2005}, location = {Vancouver, British Columbia, Canada}, pages = {163--170}, numpages = {8}, url = {http://dl.acm.org/citation.cfm?id=2976248.2976269}, acmid = {2976269}, publisher = {MIT Press}, address = {Cambridge, MA, USA}, } @article{pop00001, author = {SJ Reddi and A Hefny and S Sra and B Poczos and A Smola}, type = {PDF}, title = {Stochastic variance reduction for nonconvex optimization}, journal = {International conference on …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v48/reddi16.pdf}, year = {2016}, note = {186 cites: https://scholar.google.com/scholar?cites=11798684571364229600\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00002, author = {M Zaheer and S Kottur and S Ravanbakhsh and ...}, title = {Deep sets}, journal = {Advances in neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6931-deep-sets}, year = {2017}, note = {140 cites: https://scholar.google.com/scholar?cites=2295404778383262980\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, }

@article{pop00003, author = {D Pál and B Póczos and C Szepesvári}, title = {Estimation of Rényi entropy and mutual information based on generalized nearest-neighbor graphs}, journal = {Advances in Neural Information …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/4072-estimation-of-renyi-entropy-and-mutual-information-based-on-generalized-nearest-neighbor-graphs}, year = {2010}, note = {118 cites: https://scholar.google.com/scholar?cites=14862263714288321155\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00004, author = {CL Li and WC Chang and Y Cheng and Y Yang and ...}, title = {Mmd gan: Towards deeper understanding of moment matching network}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6815-mmd-gan-towards-deeper-understanding-of-moment-matching-network}, year = {2017}, note = {116 cites: https://scholar.google.com/scholar?cites=13688446556700022690\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00005, author = {SJ Reddi and A Hefny and S Sra and B Poczos and ...}, title = {On variance reduction in stochastic gradient descent and its asynchronous variants}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/5821-on-variance-reduction-in-stochastic-gradient-descent-and-its-asynchronous-variants}, year = {2015}, note = {97 cites: https://scholar.google.com/scholar?cites=11056083699969493089\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00006, author = {K Kandasamy and J Schneider and B Póczos}, type = {PDF}, title = {High dimensional Bayesian optimisation and bandits via additive models}, journal = {International Conference on …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v37/kandasamy15.pdf}, year = {2015}, note = {90 cites: https://scholar.google.com/scholar?cites=15502383080264998413\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00007, author = {B Póczos and J Schneider}, type = {PDF}, title = {On the estimation of alpha-divergences}, journal = {… of the Fourteenth International Conference on …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v15/poczos11a/poczos11a.pdf}, year = {2011}, note = {84 cites: https://scholar.google.com/scholar?cites=3243956639751004378\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00008, author = {SJ Reddi and S Sra and B Poczos and AJ Smola}, title = {Proximal stochastic methods for nonsmooth nonconvex finite-sum optimization}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6116-proximal-stochastic-methods-for-nonsmooth-nonconvex-finite-sum-optim}, year = {2016}, note = {71 cites: https://scholar.google.com/scholar?cites=2841213882890430350\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00009, author = {B Póczos and L Xiong and J Schneider}, title = {Nonparametric divergence estimation with applications to machine learning on distributions}, journal = {arXiv preprint arXiv:1202.3758}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1202.3758}, year = {2012}, note = {65 cites: https://scholar.google.com/scholar?cites=2875294477946582625\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00010, author = {Z Szabó and B Póczos and A Lőrincz}, title = {Undercomplete blind subspace deconvolution}, journal = {Journal of Machine Learning Research}, publisher = {jmlr.org}, url = {http://www.jmlr.org/papers/v8/szabo07a.html}, year = {2007}, note = {62 cites: https://scholar.google.com/scholar?cites=17417522870950737460\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00011, author = {J Oliva and B Póczos and J Schneider}, type = {PDF}, title = {Distribution to distribution regression}, journal = {International Conference on Machine …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v28/oliva13.pdf}, year = {2013}, note = {61 cites: https://scholar.google.com/scholar?cites=231488308130287546\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00012, author = {JH Rick Chang and CL Li and B Poczos and ...}, title = {One Network to Solve Them All--Solving Linear Inverse Problems Using Deep Projection Models}, journal = {Proceedings of the …}, publisher = {openaccess.thecvf.com}, url = {http://openaccess.thecvf.com/content_iccv_2017/html/Chang_One_Network_to_ICCV_2017_paper.html}, year = {2017}, note = {59 cites: https://scholar.google.com/scholar?cites=9525664324429931297\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, }

@article{pop00013, author = {L Xiong and B Póczos and J Schneider and A Connolly and ...}, type = {PDF}, title = {Hierarchical probabilistic models for group anomaly detection}, journal = {Proceedings of the …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v15/xiong11a/xiong11a.pdf}, year = {2011}, note = {58 cites: https://scholar.google.com/scholar?cites=71361771768560637\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00014, author = {Z Szabó and B Póczos and A Lőrincz}, title = {Online group-structured dictionary learning}, journal = {CVPR 2011}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/5995712/}, year = {2011}, note = {57 cites: https://scholar.google.com/scholar?cites=1352549988590778097\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00015, author = {SS Du and JD Lee and Y Tian and B Poczos and A Singh}, title = {Gradient Descent Learns One-hidden-layer CNN: Don't be Afraid of Spurious Local Minima}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1712.00779}, year = {2017}, note = {55 cites: https://scholar.google.com/scholar?cites=15736995349322014645\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00016, author = {B Póczos and Z Ghahramani and J Schneider}, title = {Copula-based kernel dependency measures}, journal = {arXiv preprint arXiv:1206.4682}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1206.4682}, year = {2012}, note = {55 cites: https://scholar.google.com/scholar?cites=11412900702619515736\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00017, author = {A Ramdas and SJ Reddi and B Póczos and A Singh and ...}, title = {On the decreasing power of kernel and distance based nonparametric hypothesis tests in high dimensions}, journal = {Twenty-Ninth AAAI …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/viewPaper/9727}, year = {2015}, note = {55 cites: https://scholar.google.com/scholar?cites=16686919031083880406\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00018, author = {B Póczos and L Xiong and DJ Sutherland and ...}, title = {Nonparametric kernel estimators for image classification}, journal = {2012 IEEE Conference …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/6248028/}, year = {2012}, note = {52 cites: https://scholar.google.com/scholar?cites=5009114706015842197\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00019, author = {L Xiong and B Póczos and JG Schneider}, title = {Group anomaly detection using flexible genre models}, journal = {Advances in neural information …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/4299-group-anomaly-detection-using-flexible-genre-models}, year = {2011}, note = {52 cites: https://scholar.google.com/scholar?cites=4819012877403488290\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00020, author = {Z Szabó and A Gretton and B Póczos and ...}, type = {PDF}, title = {Two-stage sampled learning theory on distributions}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v38/szabo15.pdf}, year = {2015}, note = {51 cites: https://scholar.google.com/scholar?cites=11747386762282614253\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00021, author = {B Póczos and A Rinaldo and A Singh and L Wasserman}, type = {PDF}, title = {Distribution-free distribution regression}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v31/poczos13a-supp.pdf}, year = {2013}, note = {47 cites: https://scholar.google.com/scholar?cites=18391913869144710245\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00022, author = {S Ravanbakhsh and J Schneider and B Poczos}, title = {Deep learning with sets and point clouds}, journal = {arXiv preprint arXiv:1611.04500}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1611.04500}, year = {2016}, note = {46 cites: https://scholar.google.com/scholar?cites=8683960035333446376\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00023, author = {SS Du and C Jin and JD Lee and MI Jordan and A Singh and ...}, title = {Gradient descent can take exponential time to escape saddle points}, journal = {Advances in neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6707-gradient-descent-can-take-exponential-time-to-escape-saddle-points}, year = {2017}, note = {47 cites: https://scholar.google.com/scholar?cites=6167885709417307539\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00024, author = {A Krishnamurthy and K Kandasamy and B Poczos and ...}, type = {PDF}, title = {Nonparametric Estimation of Renyi Divergence and Friends.}, journal = {ICML}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v32/krishnamurthy14.pdf}, year = {2014}, note = {44 cites: https://scholar.google.com/scholar?cites=2350242363670174970\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00025, author = {Z Szabó and BK Sriperumbudur and B Póczos and ...}, type = {PDF}, title = {Learning theory for distribution regression}, journal = {The Journal of Machine …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/papers/volume17/14-510/14-510.pdf}, year = {2016}, note = {44 cites: https://scholar.google.com/scholar?cites=7085723168093262907\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00026, author = {FC Yeh and JM Vettel and A Singh and B Poczos and ...}, type = {HTML}, title = {Quantifying differences and similarities in whole-brain white matter architecture using local connectome fingerprints}, journal = {PLoS computational …}, publisher = {journals.plos.org}, url = {https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005203}, year = {2016}, note = {43 cites: https://scholar.google.com/scholar?cites=8272832162438594463\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00027, author = {B Póczos and A Lõrincz}, title = {Independent subspace analysis using geodesic spanning trees}, journal = {Proceedings of the 22nd international conference …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=1102436}, year = {2005}, note = {41 cites: https://scholar.google.com/scholar?cites=12356228220595764632\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00028, author = {K Kandasamy and A Krishnamurthy and B Poczos and ...}, title = {Nonparametric von mises estimators for entropies, divergences and mutual informations}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/5911-nonparametric-von-mises-estimators-for-entropies-divergences-and-mutual-informations}, year = {2015}, note = {41 cites: https://scholar.google.com/scholar?cites=15482219167063362162\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00029, author = {M Ntampaka and H Trac and DJ Sutherland and ...}, title = {A machine learning approach for dynamical mass measurements of galaxy clusters}, journal = {The Astrophysical …}, publisher = {iopscience.iop.org}, url = {https://iopscience.iop.org/article/10.1088/0004-637X/803/2/50/meta}, year = {2015}, note = {38 cites: https://scholar.google.com/scholar?cites=15766717484171055980\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00030, author = {Z Szabó and B Póczos and A Lőrincz}, type = {HTML}, title = {Separation theorem for independent subspace analysis and its consequences}, journal = {Pattern Recognition}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0031320311003864}, year = {2012}, note = {37 cites: https://scholar.google.com/scholar?cites=1935696210845147500\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00031, author = {F Lanusse and Q Ma and N Li and TE Collett and CL Li and ...}, title = {CMU DeepLens: deep learning for automatic image-based galaxy–galaxy strong lens finding}, journal = {Monthly Notices of …}, publisher = {academic.oup.com}, url = {https://academic.oup.com/mnras/article-abstract/473/3/3895/3930852}, year = {2017}, note = {36 cites: https://scholar.google.com/scholar?cites=14533884098224541807\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00032, author = {SS Du and X Zhai and B Poczos and A Singh}, title = {Gradient descent provably optimizes over-parameterized neural networks}, journal = {arXiv preprint arXiv:1810.02054}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1810.02054}, year = {2018}, note = {37 cites: https://scholar.google.com/scholar?cites=8128763459913409987\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00033, author = {SJ Reddi and S Sra and B Póczos and ...}, title = {Stochastic frank-wolfe methods for nonconvex optimization}, journal = {2016 54th Annual Allerton …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/7852377/}, year = {2016}, note = {36 cites: https://scholar.google.com/scholar?cites=6892537450304095122\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00034, author = {S Singh and B Póczos}, title = {Exponential concentration of a density functional estimator}, journal = {Advances in Neural Information Processing …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/5505-exponential-concentration-of-a-density-functional-estimator}, year = {2014}, note = {32 cites: https://scholar.google.com/scholar?cites=14269509426216539244\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00035, author = {SJ Reddi and M Zaheer and S Sra and B Poczos and F Bach and ...}, title = {A generic approach for escaping saddle points}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1709.01434}, year = {2017}, note = {32 cites: https://scholar.google.com/scholar?cites=11279913275773639680\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00036, author = {S Singh and B Póczos}, type = {PDF}, title = {Generalized exponential concentration inequality for Rényi divergence estimation}, journal = {International Conference on Machine Learning}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v32/singh14.pdf}, year = {2014}, note = {32 cites: https://scholar.google.com/scholar?cites=12154665925054298223\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00037, author = {K Kandasamy and G Dasarathy and JB Oliva and ...}, title = {Gaussian process bandit optimisation with multi-fidelity evaluations}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6117-gaussian-process-bandit-optimisation-with-multi-fidelity-evaluations}, year = {2016}, note = {32 cites: https://scholar.google.com/scholar?cites=4640408860441809399\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00038, author = {DJ Sutherland and B Póczos and J Schneider}, title = {Active learning and search on low-rank matrices}, journal = {Proceedings of the 19th ACM …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=2487627}, year = {2013}, note = {32 cites: https://scholar.google.com/scholar?cites=6061284565694240919\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00039, author = {B Póczos and A Lőrincz}, title = {Independent Subspace Analysis Using k-Nearest Neighborhood Distances}, journal = {International Conference on Artificial Neural …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/11550907_27}, year = {2005}, note = {32 cites: https://scholar.google.com/scholar?cites=1900995784002121046\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00040, author = {JB Oliva and A Dubey and AG Wilson and B Póczos and ...}, type = {PDF}, title = {Bayesian nonparametric kernel-learning}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v51/oliva16.pdf}, year = {2016}, note = {31 cites: https://scholar.google.com/scholar?cites=3839569460852104120\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00041, author = {SJ Reddi and J Konečný and P Richtárik and B Póczós and ...}, title = {Aide: Fast and communication efficient distributed optimization}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1608.06879}, year = {2016}, note = {30 cites: https://scholar.google.com/scholar?cites=8666715366760768737\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00042, author = {Z Szabó and B Póczos and A Lőrincz}, title = {Cross-entropy optimization for independent process analysis}, journal = {International Conference on Independent …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/11679363_113}, year = {2006}, note = {29 cites: https://scholar.google.com/scholar?cites=4930490387584266359\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00043, author = {M Ntampaka and H Trac and DJ Sutherland and ...}, title = {Dynamical mass measurements of contaminated galaxy clusters using machine learning}, journal = {The Astrophysical …}, publisher = {iopscience.iop.org}, url = {https://iopscience.iop.org/article/10.3847/0004-637X/831/2/135/meta}, year = {2016}, note = {28 cites: https://scholar.google.com/scholar?cites=5213844651993496360\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00044, author = {KA Dubey and SJ Reddi and SA Williamson and ...}, title = {Variance reduction in stochastic gradient Langevin dynamics}, journal = {Advances in neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6293-variance-reduction-in-stochastic-gradient-langevin-dynamics}, year = {2016}, note = {26 cites: https://scholar.google.com/scholar?cites=6252182257727316651\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00045, author = {S Ravanbakhsh and F Lanusse and R Mandelbaum and ...}, title = {Enabling dark energy science with deep generative models of galaxy images}, journal = {Thirty-First AAAI …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI17/paper/viewPaper/14765}, year = {2017}, note = {26 cites: https://scholar.google.com/scholar?cites=15234658943692206139\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00046, author = {S Kirshner and B Póczos}, title = {ICA and ISA using Schweizer-Wolff measure of dependence}, journal = {Proceedings of the 25th international conference …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=1390215}, year = {2008}, note = {25 cites: https://scholar.google.com/scholar?cites=7823563396352031146\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00047, author = {K Kandasamy and G Dasarathy and J Schneider and ...}, title = {Multi-fidelity bayesian optimisation with continuous approximations}, journal = {Proceedings of the 34th …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=3305567}, year = {2017}, note = {26 cites: https://scholar.google.com/scholar?cites=6604508853343703066\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00048, author = {J Oliva and W Neiswanger and B Póczos and J Schneider and ...}, type = {PDF}, title = {Fast distribution to real regression}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v33/oliva14a.pdf}, year = {2014}, note = {24 cites: https://scholar.google.com/scholar?cites=7496359249698136759\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00049, author = {S Ravanbakhsh and J Schneider and B Poczos}, title = {Equivariance through parameter-sharing}, journal = {Proceedings of the 34th …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=3305980}, year = {2017}, note = {22 cites: https://scholar.google.com/scholar?cites=17269492350417712345\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00050, author = {X Xu and S Ho and H Trac and J Schneider and B Poczos and ...}, title = {A first look at creating mock catalogs with machine learning techniques}, journal = {The Astrophysical …}, publisher = {iopscience.iop.org}, url = {https://iopscience.iop.org/article/10.1088/0004-637X/772/2/147}, year = {2013}, note = {20 cites: https://scholar.google.com/scholar?cites=18065147392230492934\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00051, author = {B Póczos and B Takács and A Lőrincz}, title = {Independent subspace analysis on innovations}, journal = {European Conference on Machine …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/11564096_71}, year = {2005}, note = {20 cites: https://scholar.google.com/scholar?cites=16767743992427136043\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00052, author = {K Kandasamy and W Neiswanger and J Schneider and ...}, title = {Neural architecture search with bayesian optimisation and optimal transport}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/7472-neural-architecture-search-with-bayesian-optimisation-and-optimal-transport}, year = {2018}, note = {23 cites: https://scholar.google.com/scholar?cites=7308576573219301832\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00053, author = {S Reddi and A Ramdas and B Póczos and A Singh and ...}, type = {PDF}, title = {On the high dimensional power of a linear-time two sample test under mean-shift alternatives}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v38/reddi15.pdf}, year = {2015}, note = {19 cites: https://scholar.google.com/scholar?cites=7190332721490981934\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00054, author = {CL Li and K Kandasamy and B Póczos and J Schneider}, type = {PDF}, title = {High dimensional bayesian optimization via restricted projection pursuit models}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v51/li16e.pdf}, year = {2016}, note = {19 cites: https://scholar.google.com/scholar?cites=17523792185303383105\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00055, author = {B Póczos and JG Schneider}, type = {PDF}, title = {Nonparametric Estimation of Conditional Information and Divergences.}, journal = {AISTATS}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v22/poczos12/poczos12Supple.pdf}, year = {2012}, note = {19 cites: https://scholar.google.com/scholar?cites=11307344121681911540\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00056, author = {S Ravanbakhsh and JB Oliva and S Fromenteau and L Price and S Ho and ...}, type = {PDF}, title = {Estimating Cosmological Parameters from the Dark Matter Distribution.}, journal = {ICML}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v48/ravanbakhshb16-supp.pdf}, year = {2016}, note = {19 cites: https://scholar.google.com/scholar?cites=13640839011339916609\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00057, author = {B Póczos and Z Szabó and M Kiszlinger and A Lőrincz}, title = {Independent process analysis without a priori dimensional information}, journal = {International Conference on …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-540-74494-8_32}, year = {2007}, note = {18 cites: https://scholar.google.com/scholar?cites=18219724399069605449\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00058, author = {G Szirtes and B Póczos and A Lőrincz}, type = {HTML}, title = {Neural kalman filter}, journal = {Neurocomputing}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0925231204004138}, year = {2005}, note = {18 cites: https://scholar.google.com/scholar?cites=10438168383009627895\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00059, author = {B Póczos and A Lorincz}, title = {Identification of recurrent neural networks by Bayesian interrogation techniques}, journal = {Journal of Machine Learning Research}, publisher = {jmlr.org}, url = {http://www.jmlr.org/papers/v10/poczos09a.html}, year = {2009}, note = {18 cites: https://scholar.google.com/scholar?cites=13484218194976770436\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00060, author = {B Póczos and Y Abbasi-Yadkori and C Szepesvári and ...}, title = {Learning when to stop thinking and do something!}, journal = {Proceedings of the 26th …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=1553480}, year = {2009}, note = {18 cites: https://scholar.google.com/scholar?cites=194258380337092050\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00061, author = {S Singh and B Póczos}, title = {Finite-sample analysis of fixed-k nearest neighbor density functional estimators}, journal = {Advances in neural information processing …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6123-finite-sample-analysis-of-fixed-k-nearest-neighbor-density-functional-estimators}, year = {2016}, note = {18 cites: https://scholar.google.com/scholar?cites=15792124040390107289\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, }

@article{pop00062, author = {S Singh and Y Yang and B Poczos and J Ma}, title = {Predicting enhancer-promoter interaction from genomic sequence with deep neural networks}, journal = {bioRxiv}, publisher = {biorxiv.org}, url = {https://www.biorxiv.org/content/10.1101/085241v1.abstract}, year = {2016}, note = {17 cites: https://scholar.google.com/scholar?cites=940405158259068929\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00063, author = {B Póczos and S Kirshner and C Szepesvári}, type = {PDF}, title = {REGO: Rank-based estimation of Rényi information using Euclidean graph optimization}, journal = {Proceedings of the Thirteenth …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v9/poczos10a/poczos10a.pdf}, year = {2010}, note = {17 cites: https://scholar.google.com/scholar?cites=14746022320992143482\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00064, author = {K Kandasamy and J Schneider and B Póczos}, title = {Bayesian active learning for posterior estimation}, journal = {Twenty-Fourth International Joint …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/IJCAI/IJCAI15/paper/viewPaper/10842}, year = {2015}, note = {16 cites: https://scholar.google.com/scholar?cites=16313353429797019106\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00065, author = {SJ Reddi and B Póczos and AJ Smola}, type = {PDF}, title = {Communication Efficient Coresets for Empirical Loss Minimization.}, journal = {UAI}, publisher = {pdfs.semanticscholar.org}, url = {https://pdfs.semanticscholar.org/e32e/e6b281f213400b44f10f7b6897e973c81c7d.pdf}, year = {2015}, note = {16 cites: https://scholar.google.com/scholar?cites=17416273627952120523\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00066, author = {Z Szabó and B Póczos and A Lőrincz}, title = {Undercomplete blind subspace deconvolution via linear prediction}, journal = {European Conference on Machine …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-540-74958-5_75}, year = {2007}, note = {15 cites: https://scholar.google.com/scholar?cites=16402192637302375889\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00067, author = {B Póczos and A Lőrincz}, type = {HTML}, title = {Non-combinatorial estimation of independent autoregressive sources}, journal = {Neurocomputing}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0925231206001275}, year = {2006}, note = {14 cites: https://scholar.google.com/scholar?cites=2890894319939913248\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00068, author = {A Krishnamurthy and K Kandasamy and B Poczos and ...}, type = {PDF}, title = {On Estimating L22 Divergence.}, journal = {AISTATS}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v38/krishnamurthy15.pdf}, year = {2015}, note = {14 cites: https://scholar.google.com/scholar?cites=8344136299321567651\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00069, author = {SJ Reddi and B Póczos}, type = {PDF}, title = {Scale invariant conditional dependence measures}, journal = {International Conference on Machine Learning}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v28/jreddi13.pdf}, year = {2013}, note = {14 cites: https://scholar.google.com/scholar?cites=3775091004595264493\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00070, author = {S Singh and B Póczos}, title = {Analysis of k-nearest neighbor distances with application to entropy estimation}, journal = {arXiv preprint arXiv:1603.08578}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1603.08578}, year = {2016}, note = {14 cites: https://scholar.google.com/scholar?cites=16516768068868990009\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00071, author = {Z Szabó and B Póczos and A Lőrincz}, title = {Collaborative filtering via group-structured dictionary learning}, journal = {… on Latent Variable Analysis and Signal …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-642-28551-6_31}, year = {2012}, note = {13 cites: https://scholar.google.com/scholar?cites=68541549322376985\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00072, author = {S Ravanbakhsh and B Póczos and R Greiner}, type = {PDF}, title = {Boolean Matrix Factorization and Noisy Completion via Message Passing.}, journal = {ICML}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v48/ravanbakhsha16-supp.pdf}, year = {2016}, note = {13 cites: https://scholar.google.com/scholar?cites=17785993467670619715\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00073, author = {SJ Reddi and S Sra and B Póczos and ...}, title = {Fast incremental method for smooth nonconvex optimization}, journal = {2016 IEEE 55th …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/7798553/}, year = {2016}, note = {13 cites: https://scholar.google.com/scholar?cites=16302670854087008992\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00074, author = {SJ Reddi and S Sra and B Póczos and A Smola}, title = {Fast incremental method for nonconvex optimization}, journal = {arXiv preprint arXiv:1603.06159}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1603.06159}, year = {2016}, note = {13 cites: https://scholar.google.com/scholar?cites=7331370746254714554\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00075, author = {JB Oliva and B Póczos and J Schneider}, title = {The statistical recurrent unit}, journal = {Proceedings of the 34th International …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=3305957}, year = {2017}, note = {13 cites: https://scholar.google.com/scholar?cites=607413984526287403\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00076, author = {B Póczos and L Xiong and DJ Sutherland and J Schneider}, type = {PDF}, title = {Support distribution machines}, publisher = {cs.cmu.edu}, url = {https://www.cs.cmu.edu/~bapoczos/articles/poczos12SDM.pdf}, year = {2012}, note = {12 cites: https://scholar.google.com/scholar?cites=18253015138965857725\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00077, author = {SJ Reddi and B Poczos and A Smola}, title = {Doubly robust covariate shift correction}, journal = {Twenty-Ninth AAAI Conference on Artificial …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/viewPaper/9498}, year = {2015}, note = {12 cites: https://scholar.google.com/scholar?cites=16786296933423762497\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00078, author = {J Oliva and W Neiswanger and B Póczos and E Xing and H Trac and ...}, type = {PDF}, title = {Fast function to function regression}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v38/oliva15.pdf}, year = {2015}, note = {12 cites: https://scholar.google.com/scholar?cites=15796235714267238422\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00079, author = {J Oliva and B Póczos and T Verstynen and A Singh and ...}, type = {PDF}, title = {Fusso: Functional shrinkage and selection operator}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v33/oliva14b.pdf}, year = {2014}, note = {12 cites: https://scholar.google.com/scholar?cites=9739728999260256629\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00080, author = {K Kandasamy and G Dasarathy and JB Oliva and ...}, title = {Multi-fidelity gaussian process bandit optimisation}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1603.06288}, year = {2016}, note = {12 cites: https://scholar.google.com/scholar?cites=4283494785165923421\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00081, author = {A Ramdas and SJ Reddi and B Poczos and A Singh and ...}, title = {Adaptivity and computation-statistics tradeoffs for kernel and distance based high dimensional two sample testing}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1508.00655}, year = {2015}, note = {12 cites: https://scholar.google.com/scholar?cites=1648708756526157093\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00082, author = {DJ Sutherland and JB Oliva and B Póczos and ...}, title = {Linear-time learning on distributions with approximate kernel embeddings}, journal = {Thirtieth AAAI Conference …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI16/paper/viewPaper/12460}, year = {2016}, note = {11 cites: https://scholar.google.com/scholar?cites=16915902998020531010\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00083, author = {K Kandasamy and G Dasarathy and B Poczos and ...}, title = {The multi-fidelity multi-armed bandit}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6590-the-multi-fidelity-multi-armed-bandit}, year = {2016}, note = {11 cites: https://scholar.google.com/scholar?cites=6228867623958866277\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00084, author = {K Kandasamy and A Krishnamurthy and ...}, title = {Parallelised bayesian optimisation via thompson sampling}, journal = {International …}, publisher = {proceedings.mlr.press}, url = {http://proceedings.mlr.press/v84/kandasamy18a.html}, year = {2018}, note = {12 cites: https://scholar.google.com/scholar?cites=11228522054665003895\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00085, author = {IS Jung and M Berges and JH Garrett Jr and B Poczos}, title = {Exploration and evaluation of AR, MPCA and KL anomaly detection techniques to embankment dam piezometer data}, journal = {Advanced Engineering …}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S1474034615001056}, year = {2015}, note = {10 cites: https://scholar.google.com/scholar?cites=15999449824373450731\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00086, author = {S Vijayarangan and P Sodhi and P Kini and J Bourne and S Du and ...}, title = {High-throughput robotic phenotyping of energy sorghum crops}, journal = {Field and Service …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-319-67361-5_7}, year = {2018}, note = {10 cites: https://scholar.google.com/scholar?cites=16929919464229507524\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00087, author = {Z Szabó and B Póczos and G Szirtes and A Lőrincz}, title = {Post nonlinear independent subspace analysis}, journal = {International Conference on …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-540-74690-4_69}, year = {2007}, note = {10 cites: https://scholar.google.com/scholar?cites=4563865951027794850\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00088, author = {H Pham and T Manzini and PP Liang and B Poczos}, title = {Seq2seq2sentiment: Multimodal sequence to sequence models for sentiment analysis}, journal = {arXiv preprint arXiv:1807.03915}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1807.03915}, year = {2018}, note = {9 cites: https://scholar.google.com/scholar?cites=1828341976301231406\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00089, author = {S Ravanbakhsh and B Póczos and J Schneider and ...}, type = {PDF}, title = {Stochastic neural networks with monotonic activation functions}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v51/ravanbakhsh16.pdf}, year = {2016}, note = {9 cites: https://scholar.google.com/scholar?cites=18347234420680617227\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00090, author = {K Kandasamy and A Krishnamurthy and B Poczos and ...}, title = {Influence functions for machine learning: Nonparametric estimators for entropies, divergences and mutual informations}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1411.4342}, year = {2014}, note = {9 cites: https://scholar.google.com/scholar?cites=15529627742427947550\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00091, author = {WC Chang and CL Li and Y Yang and B Poczos}, title = {Data-driven random fourier features using stein effect}, journal = {arXiv preprint arXiv:1705.08525}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1705.08525}, year = {2017}, note = {8 cites: https://scholar.google.com/scholar?cites=16796362543670441062\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00092, author = {B Póczos and Z Szabó and J Schneider}, title = {Nonparametric divergence estimators for independent subspace analysis}, journal = {2011 19th European Signal …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/7073923/}, year = {2011}, note = {8 cites: https://scholar.google.com/scholar?cites=14487452193422863130\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00093, author = {JB Oliva and A Dubey and M Zaheer and B Póczos and ...}, title = {Transformation autoregressive networks}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1801.09819}, year = {2018}, note = {8 cites: https://scholar.google.com/scholar?cites=13773040729706836244\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00094, author = {A Ramdas and SJ Reddi and B Poczos and A Singh and ...}, title = {On the high-dimensional power of linear-time kernel two-sample testing under mean-difference alternatives}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1411.6314}, year = {2014}, note = {8 cites: https://scholar.google.com/scholar?cites=13038457390444742584\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00095, author = {Z Szabó and B Póczos and A Lőrincz}, type = {HTML}, title = {Auto-regressive independent process analysis without combinatorial efforts}, journal = {Pattern Analysis and Applications}, publisher = {Springer}, url = {https://link.springer.com/article/10.1007/s10044-009-0174-x}, year = {2010}, note = {8 cites: https://scholar.google.com/scholar?cites=17129029611040706686\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00096, author = {B Szatmáry and B Póczos and J Eggert and E Korner and A Lorincz}, type = {PDF}, title = {Non-negative matrix factorization extended by sparse code shrinkage and weight sparsification}, journal = {ECAI}, publisher = {researchgate.net}, url = {https://www.researchgate.net/profile/Julian_Eggert/publication/236333669_Non-negative_matrix_factorization_extended_by_sparse_code_shrinkage_and_by_weight_sparsification/links/0f31752f128e4dda42000000/Non-negative-matrix-factorization-extended-by-sparse-code-shrinkage-and-by-weight-sparsification.pdf}, year = {2002}, note = {8 cites: https://scholar.google.com/scholar?cites=10687036618536432554\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00097, author = {JB Oliva and DJ Sutherland and B Póczos and ...}, title = {Deep mean maps}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1511.04150}, year = {2015}, note = {8 cites: https://scholar.google.com/scholar?cites=15807355818931749768\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00098, author = {SS Du and J Koushik and A Singh and B Póczos}, title = {Hypothesis transfer learning via transformation functions}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6660-hypothesis-transfer-learning-via-transformation-functions}, year = {2017}, note = {7 cites: https://scholar.google.com/scholar?cites=9349264185707241797\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00099, author = {L Xiong and B Poczos and A Connolly and J Schneider}, title = {Anomaly detection for astronomical data}, publisher = {kilthub.figshare.com}, url = {https://kilthub.figshare.com/articles/Anomaly_Detection_for_Astronomical_Data/6475475}, year = {2010}, note = {7 cites: https://scholar.google.com/scholar?cites=5391163699260594093\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00100, author = {S Singh and B Póczos}, title = {Minimax distribution estimation in Wasserstein distance}, journal = {arXiv preprint arXiv:1802.08855}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1802.08855}, year = {2018}, note = {7 cites: https://scholar.google.com/scholar?cites=4188910566137078910\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00101, author = {A Lörincz and B Póczos and G Szirtes and B Takács}, title = {Ockham's Razor at Work: Modeling of the``Homunculus''}, journal = {Brain and Mind}, publisher = {Springer}, url = {https://link.springer.com/article/10.1023/A:1019996320835}, year = {2002}, note = {7 cites: https://scholar.google.com/scholar?cites=18240877685960302829\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00102, author = {DJ Sutherland and L Xiong and B Póczos and ...}, title = {Kernels on sample sets via nonparametric divergence estimates}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1202.0302}, year = {2012}, note = {7 cites: https://scholar.google.com/scholar?cites=2233414225380654183\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00103, author = {Z Szabó and B Póczos}, title = {Nonparametric independent process analysis}, journal = {2011 19th European Signal Processing …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/7073927/}, year = {2011}, note = {6 cites: https://scholar.google.com/scholar?cites=1389675911931077852\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00104, author = {S Singh and B Póczos}, title = {Nonparanormal information estimation}, journal = {Proceedings of the 34th International Conference on …}, publisher = {dl.acm.org}, url = {https://dl.acm.org/citation.cfm?id=3306013}, year = {2017}, note = {6 cites: https://scholar.google.com/scholar?cites=3571364177100782216\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00105, author = {K Kandasamy and A Krishnamurthy and J Schneider and ...}, title = {Asynchronous parallel Bayesian optimisation via Thompson sampling}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1705.09236}, year = {2017}, note = {6 cites: https://scholar.google.com/scholar?cites=2097880738284659846\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00106, author = {S Singh and A Uppal and B Li and CL Li and M Zaheer and ...}, title = {Nonparametric density estimation under adversarial losses}, journal = {Advances in Neural …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/8225-nonparametric-density-estimation-under-adversarial-losses}, year = {2018}, note = {6 cites: https://scholar.google.com/scholar?cites=139101477783263708\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00107, author = {X Wang and JB Oliva and JG Schneider and B Póczos}, type = {PDF}, title = {Nonparametric Risk and Stability Analysis for Multi-Task Learning Problems.}, journal = {IJCAI}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~schneide/MultiTaskIJCAI2016.pdf}, year = {2016}, note = {5 cites: https://scholar.google.com/scholar?cites=9037029581686724303\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00108, author = {P Xie and B Poczos and EP Xing}, type = {PDF}, title = {Near-Orthogonality Regularization in Kernel Methods.}, journal = {UAI}, publisher = {auai.org}, url = {http://auai.org/uai2017/proceedings/papers/6.pdf}, year = {2017}, note = {5 cites: https://scholar.google.com/scholar?cites=16894200220758550360\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00109, author = {CL Li and B Póczos}, type = {PDF}, title = {Utilize Old Coordinates: Faster Doubly Stochastic Gradients for Kernel Methods.}, journal = {UAI}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~chunlial/docs/16uaiKernel.pdf}, year = {2016}, note = {5 cites: https://scholar.google.com/scholar?cites=3123727392668282912\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00110, author = {L Xiong and B Póczos and J Schneider}, title = {Efficient learning on point sets}, journal = {2013 IEEE 13th International …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/6729569/}, year = {2013}, note = {5 cites: https://scholar.google.com/scholar?cites=9682357934452186288\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00111, author = {B Poczos and J Schneider}, title = {Conditional distance variance and correlation}, publisher = {kilthub.figshare.com}, url = {https://kilthub.figshare.com/articles/Conditional_Distance_Variance_and_Correlation/6475520}, year = {2012}, note = {4 cites: https://scholar.google.com/scholar?cites=15407668813820995361\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00112, author = {B Póczos and L Xiong and D Sutherland and J Schneider}, type = {CITATION}, title = {Support distribution machines, 2012}, journal = {URL http://arxiv. org/abs/1202.0302}, year = {2012}, note = {4 cites: https://scholar.google.com/scholar?cites=12743444855850243130\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00113, author = {X Fu and K Huang and O Stretcu and HA Song and E Papalexakis and ...}, title = {BrainZoom: High Resolution Reconstruction from Multi-modal Brain Signals}, journal = {Proceedings of the 2017 …}, publisher = {SIAM}, url = {https://epubs.siam.org/doi/abs/10.1137/1.9781611974973.25}, year = {2017}, note = {4 cites: https://scholar.google.com/scholar?cites=17315946801835483337\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, }

@article{pop00114, author = {CL Li and M Zaheer and Y Zhang and B Poczos and ...}, title = {Point cloud gan}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1810.05795}, year = {2018}, note = {5 cites: https://scholar.google.com/scholar?cites=11465399646323395805\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00115, author = {K Kandasamy and J Schneider and B Póczos}, type = {HTML}, title = {Query efficient posterior estimation in scientific experiments via Bayesian active learning}, journal = {Artificial Intelligence}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0004370216301394}, year = {2017}, note = {4 cites: https://scholar.google.com/scholar?cites=14406626657703617389\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00116, author = {Y Liu and CL Li and B Póczos}, type = {PDF}, title = {Classifier two-sample test for video anomaly detections}, journal = {British Machine Vision Conference 2018, BMVC …}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~chunlial/docs/18bmvcAnomaly.pdf}, year = {2018}, note = {4 cites: https://scholar.google.com/scholar?cites=1539458240217195602\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00117, author = {Z Szabó and B Póczos and A Lorincz}, title = {Separation theorem for K-independent subspace analysis with sufficient conditions}, journal = {arXiv preprint math/0608100}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/math/0608100}, year = {2006}, note = {11 cites: https://scholar.google.com/scholar?cites=1065027078303570680\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00118, author = {S Singh and BK Sriperumbudur and B Póczos}, title = {Minimax estimation of quadratic Fourier functionals}, journal = {arXiv preprint arXiv:1803.11451}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1803.11451}, year = {2018}, note = {3 cites: https://scholar.google.com/scholar?cites=12899475740315508506\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00119, author = {A Menon and C Gupta and KM Perkins and BL DeCost and ...}, type = {HTML}, title = {Elucidating multi-physics interactions in suspensions for the design of polymeric dispersants: a hierarchical machine learning approach}, journal = {… Systems Design \& …}, publisher = {pubs.rsc.org}, url = {https://pubs.rsc.org/en/content/articlehtml/2017/me/c7me00027h}, year = {2017}, note = {3 cites: https://scholar.google.com/scholar?cites=15842277685557071999\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00120, author = {A Tallavajhula and B Póczos and A Kelly}, title = {Nonparametric distribution regression applied to sensor modeling}, journal = {2016 IEEE/RSJ International …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/7759117/}, year = {2016}, note = {3 cites: https://scholar.google.com/scholar?cites=13086400740525598726\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00121, author = {S Singh and B Póczos and J Ma}, title = {Minimax reconstruction risk of convolutional sparse dictionary learning}, journal = {International Conference on …}, publisher = {proceedings.mlr.press}, url = {http://proceedings.mlr.press/v84/singh18a.html}, year = {2018}, note = {3 cites: https://scholar.google.com/scholar?cites=17714252161584323837\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00122, author = {SJ Reddi and A Ramdas and B Póczos and A Singh and L Wasserman}, type = {PDF}, title = {Kernel MMD, the median heuristic and distance correlation in high dimensions}, journal = {stat}, publisher = {Citeseer}, url = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.749.1085\&rep=rep1\&type=pdf}, year = {2014}, note = {3 cites: https://scholar.google.com/scholar?cites=14863294295594818382\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00123, author = {Z Szabó and B Póczos and A Lőrincz}, title = {Separation theorem for independent subspace analysis}, publisher = {discovery.ucl.ac.uk}, url = {http://discovery.ucl.ac.uk/id/eprint/1433236}, year = {2005}, note = {3 cites: https://scholar.google.com/scholar?cites=12564887094621061916\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00124, author = {L Li and B Póczos and C Szepesvári and R Greiner}, title = {Budgeted distribution learning of belief net parameters}, publisher = {kilthub.figshare.com}, url = {https://kilthub.figshare.com/articles/Budgeted_Distribution_Learning_of_Belief_Net_Parameters/6475496/1}, year = {2010}, note = {3 cites: https://scholar.google.com/scholar?cites=2329818220121422223\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00125, author = {M Andrews and M Paulini and S Gleyzer and B Poczos}, title = {End-to-End Physics Event Classification with the CMS Open Data: Applying Image-based Deep Learning on Detector Data to Directly Classify Collision Events at the …}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1807.11916}, year = {2018}, note = {3 cites: https://scholar.google.com/scholar?cites=6163799735937934102\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00126, author = {S Singh and SS Du and B Póczos}, title = {Efficient nonparametric smoothness estimation}, journal = {Advances in Neural Information …}, publisher = {papers.nips.cc}, url = {http://papers.nips.cc/paper/6368-efficient-nonparametric-smoothness-estimation}, year = {2016}, note = {3 cites: https://scholar.google.com/scholar?cites=10980164792080024378\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00127, author = {B Póczos and R Tibshirani}, type = {CITATION}, title = {Convex Optimization, Quasi Newton Methods}, journal = {Lecture}, note = {2 cites: https://scholar.google.com/scholar?cites=18407136818076105231\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00128, author = {B Poczos and S Krishner and D Pal and C Szepesvari and J Schneider}, title = {Robust Nonparametric Copula Based Dependence Estimators}, publisher = {kilthub.figshare.com}, url = {https://kilthub.figshare.com/articles/Robust_Nonparametric_Copula_Based_Dependence_Estimators/6476306}, year = {2011}, note = {2 cites: https://scholar.google.com/scholar?cites=8088851251219501287\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00129, author = {M Zaheer and S Kottur and S Ravanbakhsh and B Poczos and ...}, type = {CITATION}, title = {Deep Sets. 2017}, journal = {URL http://arxiv. org/abs …}, note = {2 cites: https://scholar.google.com/scholar?cites=6681977307098707551\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00130, author = {Z Szabó and B Sriperumbudur and ...}, type = {PDF}, title = {Minimax-optimal distribution regression}, journal = {International Society …}, publisher = {cmapx.polytechnique.fr}, url = {http://www.cmapx.polytechnique.fr/~zoltan.szabo/talks/invited_talk/Zoltan_Szabo_invited_talk_Orsay_16_03_2017.pdf}, year = {2016}, note = {2 cites: https://scholar.google.com/scholar?cites=5916177650357691926\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00131, author = {B Póczos}, type = {PDF}, title = {Introduction to independent component analysis}, journal = {Lecture notes, university of Alberta}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~./bapoczos/other_presentations/ICA_26_10_2009.pdf}, year = {2009}, note = {2 cites: https://scholar.google.com/scholar?cites=2905722618356963849\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00132, author = {A Ramdas and B Poczos and A Singh and L Wasserman}, type = {PDF}, title = {An analysis of active learning with uniform feature noise}, journal = {Artificial Intelligence and …}, publisher = {jmlr.org}, url = {http://www.jmlr.org/proceedings/papers/v33/ramdas14.pdf}, year = {2014}, note = {2 cites: https://scholar.google.com/scholar?cites=15211216165384318429\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00133, author = {B Paria and K Kandasamy and B Póczos}, title = {A Flexible Multi-Objective Bayesian Optimization Approach using Random Scalarizations}, journal = {arXiv preprint arXiv:1805.12168}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1805.12168}, year = {2018}, note = {2 cites: https://scholar.google.com/scholar?cites=18302049110952319880\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00134, author = {FC Yeh and JM Vettel and A Singh and B Poczos and S Grafton and ...}, title = {Local connectome fingerprinting reveals the uniqueness of individual white matter architecture}, journal = {bioRxiv}, publisher = {biorxiv.org}, url = {https://www.biorxiv.org/content/10.1101/043778v1.abstract}, year = {2016}, note = {2 cites: https://scholar.google.com/scholar?cites=7610645522782853790\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00135, author = {B Poczos and L Xiong and J Schneider}, title = {Nonparametric divergence estimation and its applications to machine learning}, publisher = {kilthub.figshare.com}, url = {https://kilthub.figshare.com/articles/Nonparametric_Divergence_Estimation_and_its_Applications_to_Machine_Learning/6475940}, year = {2011}, note = {2 cites: https://scholar.google.com/scholar?cites=17323260612956494497\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00136, author = {Z Szabó and A Gretton and B Póczos and ...}, type = {PDF}, title = {Consistent, two-stage sampled distribution regression via mean embedding}, journal = {arXiv preprint arXiv …}, publisher = {pdfs.semanticscholar.org}, url = {https://pdfs.semanticscholar.org/c288/36c09ce0bbe2646b0b24892aff6777412683.pdf}, year = {2014}, note = {2 cites: https://scholar.google.com/scholar?cites=17824390336240126448\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00137, author = {Z Szábo and BK Sriperumbudur and B Póczos and A Gretton}, type = {CITATION}, title = {Leraning theory for distribution regression. JMLR, 17 (152): 1–40, 2016}, journal = {arXiv preprint arXiv:1411.2066}, year = {2016}, note = {2 cites: https://scholar.google.com/scholar?cites=16500760198797067313\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00138, author = {K Kandasamy and W Neiswanger and R Zhang and ...}, title = {Myopic bayesian design of experiments via posterior sampling and probabilistic programming}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1805.09964}, year = {2018}, note = {2 cites: https://scholar.google.com/scholar?cites=6048571007543751817\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00139, author = {SM Ravanbakhsh and B Póczos and R Greiner}, title = {A Cross-Entropy method that optimizes partially decomposable problems: a new way to interpret NMR spectra}, journal = {Twenty-Fourth AAAI Conference …}, publisher = {aaai.org}, url = {https://www.aaai.org/ocs/index.php/AAAI/AAAI10/paper/viewPaper/1848}, year = {2010}, note = {2 cites: https://scholar.google.com/scholar?cites=12926103406012635713\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00140, author = {ALZSB Poczos}, type = {CITATION}, title = {Separation Theorem for Independent Subspace Analysis and its Consequences}, journal = {Pattern Recognition}, year = {2012}, note = {2 cites: https://scholar.google.com/scholar?cites=7224225664653468366\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00141, author = {S Singh and B Póczos and J Ma}, title = {On the reconstruction risk of convolutional sparse dictionary learning}, journal = {arXiv preprint arXiv:1708.08587}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1708.08587}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=13711186955323626017\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00142, author = {K Kandasamy and KR Vysyaraju and W Neiswanger and ...}, title = {Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1903.06694}, year = {2019}, note = {1 cites: https://scholar.google.com/scholar?cites=17141250762538849484\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00143, author = {SJ Reddi and B Póczos}, title = {k-NN regression on functional data with incomplete observations}, publisher = {kilthub.figshare.com}, url = {https://kilthub.figshare.com/articles/k-NN_Regression_on_Functional_Data_with_Incomplete_Observations/6475829}, year = {2014}, note = {1 cites: https://scholar.google.com/scholar?cites=17480808167104212365\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00144, author = {Z Wang and Z Dai and B Póczos and J Carbonell}, title = {Characterizing and avoiding negative transfer}, journal = {arXiv preprint arXiv:1811.09751}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1811.09751}, year = {2018}, note = {1 cites: https://scholar.google.com/scholar?cites=9067124932606066239\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00145, author = {JB Oliva and KA Dubey and B Poczos and E Xing and ...}, title = {Recurrent Estimation of Distributions}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1705.10750}, year = {2017}, note = {1 cites: https://scholar.google.com/scholar?cites=12836609108908256086\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00146, author = {B Poczos and A Lorincz}, title = {Kalman-filtering using local interactions}, journal = {arXiv preprint cs/0302039}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/cs/0302039}, year = {2003}, note = {1 cites: https://scholar.google.com/scholar?cites=2145184901087079042\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00147, author = {CL Li and S Ravanbakhsh and B Poczos}, title = {Annealing Gaussian into ReLU: a new sampling strategy for leaky-ReLU RBM}, journal = {arXiv preprint arXiv:1611.03879}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1611.03879}, year = {2016}, note = {1 cites: https://scholar.google.com/scholar?cites=1769621892674240949\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00148, author = {Z Szabó and B Póczos and A Lőrincz}, type = {PDF}, title = {Online dictionary learning with group structure inducing norms}, publisher = {discovery.ucl.ac.uk}, url = {http://discovery.ucl.ac.uk/1433153/2/szabo11structured.pdf}, year = {2011}, note = {1 cites: https://scholar.google.com/scholar?cites=13767191616163084543\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @book{pop00149, author = {B Póczos}, type = {PDF}, title = {Independent subspace analysis}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/afs/cs/Web/People/bapoczos/other_presentations/ISA_07_24_2007.pdf}, year = {2007}, note = {1 cites: https://scholar.google.com/scholar?cites=11438142984592054895\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00150, author = {A Lörincz and B Póczos}, title = {Cost component analysis}, journal = {International journal of neural systems}, publisher = {World Scientific}, url = {https://www.worldscientific.com/doi/abs/10.1142/S0129065703001558?casa_token=2GDEvS8uKUoAAAAA:LgXWq4UnxL0hKvp8w4wjt8wdY0rcUm_OLsXGRX4klvxiUeSst_eGORhaXnPKL3cS7sJIc6tDWqSR5w}, year = {2003}, note = {1 cites: https://scholar.google.com/scholar?cites=1549436786720277978\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00151, author = {B Póczos and L Xiong and J Schneider}, type = {PDF}, title = {Nonparametric divergence estimation for learning manifolds of distributions and group anomaly detection}, journal = {Proc.(Snowbird) Learn. Workshop}, publisher = {Citeseer}, url = {http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.387.8505\&rep=rep1\&type=pdf}, year = {2011}, note = {1 cites: https://scholar.google.com/scholar?cites=5169147142617794929\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00152, author = {M Clute and A Singh and B Poczos and T Verstynen}, type = {PDF}, title = {The Predictive Value of Functional Connectivity}, journal = {Annual Meeting of the …}, publisher = {psy.cmu.edu}, url = {http://www.psy.cmu.edu/~coaxlab/posters/Clute_etal_2014OHBM.pdf}, year = {2014}, note = {1 cites: https://scholar.google.com/scholar?cites=18305496933331039079\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00153, author = {J Oliva and W Neiswanger and B Poczos and E Xing and ...}, title = {Fast Function to Function Regression}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1410.7414}, year = {2014}, note = {1 cites: https://scholar.google.com/scholar?cites=5155269884952620632\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00154, author = {WC Chang and CL Li and Y Yang and B Póczos}, title = {Kernel Change-point Detection with Auxiliary Deep Generative Models}, journal = {arXiv preprint arXiv:1901.06077}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1901.06077}, year = {2019}, note = {1 cites: https://scholar.google.com/scholar?cites=15362141737124631231\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00155, author = {W Neiswanger and K Kandasamy and B Poczos and ...}, title = {ProBO: a Framework for Using Probabilistic Programming in Bayesian Optimization}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1901.11515}, year = {2019}, note = {1 cites: https://scholar.google.com/scholar?cites=6755832668614304815\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00156, author = {S He and Y Li and Y Feng and S Ho and S Ravanbakhsh and ...}, title = {Learning to Predict the Cosmological Structure Formation}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1811.06533}, year = {2018}, note = {1 cites: https://scholar.google.com/scholar?cites=11828419445518159860\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00157, author = {B Poczos and A Lorincz}, title = {D-optimal Bayesian interrogation for parameter and noise identification of recurrent neural networks}, journal = {arXiv preprint arXiv:0801.1883}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/0801.1883}, year = {2008}, note = {3 cites: https://scholar.google.com/scholar?cites=8111287044495118410\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, } @article{pop00158, author = {D Martin and B Póczos and B Hollifield}, type = {PDF}, title = {Machine learning-aided modeling of fixed income instruments}, journal = {ml.cmu.edu}, url = {https://www.ml.cmu.edu/research/dap-papers/f18/dap-martin-daniel.pdf}, note = {Query date: 2019-04-09}, } @article{pop00159, author = {S Singla and M Gong and S Ravanbakhsh and F Sciurba and ...}, title = {Subject2Vec: Generative-Discriminative Approach from a Set of Image Patches to a Vector}, journal = {… Conference on Medical …}, publisher = {Springer}, url = {https://link.springer.com/chapter/10.1007/978-3-030-00928-1_57}, year = {2018}, note = {Query date: 2019-04-09}, } @book{pop00160, author = {S Singh and B Póczos}, type = {PDF}, title = {Estimating Probability Distributions and their Properties}, publisher = {contrib.andrew.cmu.edu}, url = {http://www.contrib.andrew.cmu.edu/~sss1/publications/singh_proposal.pdf}, year = {2018}, note = {Query date: 2019-04-09}, } @book{pop00161, author = {Z Szabó and A Gretton and B Póczos and B Sriperumbudur}, title = {Simple consistent distribution regression on compact metric domains}, publisher = {discovery.ucl.ac.uk}, url = {http://discovery.ucl.ac.uk/id/eprint/1435545}, year = {2014}, note = {Query date: 2019-04-09}, } @article{pop00162, author = {L Huang and Z Jiang and SC Sun and T Bai and E Kang and B Poczos}, type = {PDF}, title = {Legend of Wrong Mountain: Full Generation of Traditional Chinese Opera Using Multiple Machine Learning Algorithms}, journal = {nips2018creativity.github.io}, url = {https://nips2018creativity.github.io/doc/legend_of_wrong_mountain.pdf}, note = {Query date: 2019-04-09}, } @book{pop00163, author = {H Pham and PP Liang and T Manzini and LP Morency and B Póczos}, title = {Learning Robust Joint Representations for Multimodal Sentiment Analysis}, publisher = {openreview.net}, url = {https://openreview.net/forum?id=rkgx8x1js7}, year = {2018}, note = {Query date: 2019-04-09}, } @article{pop00164, author = {A Menon and CM Childs and B Poczós and ...}, title = {Molecular Engineering of Superplasticizers for Metakaolin‐Portland Cement Blends with Hierarchical Machine Learning}, journal = {Advanced Theory and …}, publisher = {Wiley Online Library}, url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/adts.201800164%4010.1002/%28ISSN%292513-0390.hottopic-artificialintelligence}, note = {Query date: 2019-04-09}, } @misc{pop00165, author = {B Poczos and R Tibshirani}, type = {CITATION}, title = {Generalized gradient descent and acceleration}, note = {Query date: 2019-04-09}, } @article{pop00166, author = {H Pham and PP Liang and T Manzini and LP Morency and ...}, title = {Found in Translation: Learning Robust Joint Representations by Cyclic Translations Between Modalities}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1812.07809}, year = {2018}, note = {Query date: 2019-04-09}, } @article{pop00167, author = {M Zaheer and CL Li and B Póczos and R Salakhutdinov}, type = {PDF}, title = {GAN Connoisseur: Can GANs Learn Simple 1D Parametric Distributions?}, journal = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~chunlial/docs/dltp17gan.pdf}, note = {Query date: 2019-04-09}, } @article{pop00168, author = {J Schneider and B Poczos and L Xiong and A Szalay}, type = {PDF}, title = {Machine Learning to Recognize Phenomena in Large Scale Simulations}, journal = {csm.ornl.gov}, url = {https://www.csm.ornl.gov/workshops/applmath11/documents/posters/Schneider_poster.pdf}, note = {Query date: 2019-04-09}, } @article{pop00169, author = {S Singh and SS Du and B Póczos}, type = {PDF}, title = {Efficient Nonparametric Smoothness Estimation: Supplementary Information}, journal = {papers.nips.cc}, url = {https://papers.nips.cc/paper/6369-efficient-nonparametric-smoothness-estimation-supplemental.zip}, note = {Query date: 2019-04-09}, } @book{pop00170, author = {S Singh and B Póczos and T Verstynen}, type = {PDF}, title = {ADA Project: Measuring Functional Connectivity in fMRI data: Statistical Methods and Comparison to Structure}, publisher = {contrib.andrew.cmu.edu}, url = {http://www.contrib.andrew.cmu.edu/~sss1/publications/projects/singh_ADA_project.pdf}, year = {2016}, note = {Query date: 2019-04-09}, } @article{pop00171, author = {B Poczos and R Tibshirani}, type = {PDF}, title = {Gradient descent}, journal = {stat.cmu.edu}, url = {http://www.stat.cmu.edu/~ryantibs/convexopt-F13/lectures/05-gd.pdf}, note = {Query date: 2019-04-09}, } @article{pop00172, author = {M Ntampaka and C Avestruz and S Boada and J Caldeira and ...}, title = {The Role of Machine Learning in the Next Decade of Cosmology}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1902.10159}, year = {2019}, note = {Query date: 2019-04-09}, } @article{pop00173, author = {B Szatmáry and B Póczos and A Lőrincz}, title = {Competitive spiking and indirect entropy minimization of rate code: Efficient search for hidden components}, journal = {Journal of Physiology-Paris}, publisher = {Elsevier}, url = {https://www.sciencedirect.com/science/article/pii/S0928425705000288}, year = {2004}, note = {Query date: 2019-04-09}, } @article{pop00174, author = {A Tallavajhula and C Mericli and A Kelly and B Poczos and ...}, type = {CITATION}, title = {Home/Publications}, journal = {ri.cmu.edu}, url = {https://www.ri.cmu.edu/pubs/?wpv_view_count=4514-TCPID4515\&authors-first-last-and-separated=Abhijeet%20Tallavajhula\&wpv_post_search=\&wpv-publication-taxonomies=0\&publication-year=\&wpv_filter_submit=Search}, note = {Query date: 2019-04-09}, } @article{pop00175, author = {EA Platanios and O Stretcu and G Neubig and B Poczos and ...}, title = {Competence-based Curriculum Learning for Neural Machine Translation}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1903.09848}, year = {2019}, note = {Query date: 2019-04-09}, } @book{pop00176, author = {MB Andrews and S Gleyzer and B Poczos and M Paulini}, title = {Exploring End-to-end Deep Learning Applications for Event Classification at CMS}, publisher = {cds.cern.ch}, url = {http://cds.cern.ch/record/2650365}, year = {2018}, note = {Query date: 2019-04-09}, } @article{pop00177, author = {Z Szabó and A Gretton and B Póczos and BK Sriperumbudur}, type = {PDF}, title = {Two-Stage Sampled Distribution Regression on Separable Topological Domains}, journal = {gatsby.ucl.ac.uk}, url = {http://www.gatsby.ucl.ac.uk/~szabo/talks/external_review_Gatsby/Zoltan_Szabo_Gatsby_external_review_29_10_2014_poster.pdf}, note = {Query date: 2019-04-09}, } @article{pop00178, author = {S Ravanbakhsh and B Poczos and R Greiner}, type = {PDF}, title = {A Cross-Entropy Method that Optimizes Partially Decomposable Problems}, journal = {cs.ubc.ca}, url = {https://www.cs.ubc.ca/~siamakx/presentations/AAAI_ceed_presentation.pdf}, note = {Query date: 2019-04-09}, } @article{pop00179, author = {SS Du and J Koushik and A Singh and B Póczos}, type = {CITATION}, title = {Transformation Function Based Methods for Model Shift.}, journal = {CoRR}, year = {2016}, note = {Query date: 2019-04-09}, } @article{pop00180, author = {Y Hechtlinger and B Póczos and L Wasserman}, title = {Cautious Deep Learning}, journal = {arXiv preprint arXiv:1805.09460}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1805.09460}, year = {2018}, note = {Query date: 2019-04-09}, } @article{pop00181, author = {S Narasimhan and JJ Cochran and B Póczos}, type = {PDF}, title = {PRINCIPAL COMPONENT ANALYSIS}, journal = {kocw.xcache.kinxcdn.com}, url = {http://kocw.xcache.kinxcdn.com/KOCW/document/2017/kyungpook/janggiljin031/9.pdf}, note = {Query date: 2019-04-09}, } @article{pop00182, author = {B Poczos and A Singh}, type = {PDF}, title = {10-701 Machine Learning: Assignment 2}, journal = {cs.cmu.edu}, url = {https://www.cs.cmu.edu/~aarti/Class/10701_Spring14/assignments/hw3_solutions.pdf}, note = {Query date: 2019-04-09}, } @article{pop00183, author = {M Ho and MM Rau and M Ntampaka and A Farahi and H Trac and ...}, title = {A Robust and Efficient Deep Learning Method for Dynamical Mass Measurements of Galaxy Clusters}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1902.05950}, year = {2019}, note = {Query date: 2019-04-09}, } @article{pop00184, author = {B Paria and K Kandasamy and B Póczos}, type = {PDF}, title = {A Flexible Framework for Multi-Objective Bayesian Optimization using Random Scalarizations}, journal = {static.aixpaper.com}, url = {http://static.aixpaper.com/pdf/0/05/1805.12168.pdf}, note = {Query date: 2019-04-09}, } @article{pop00185, author = {B Póczos and R Salakhutdinov}, type = {PDF}, title = {Manzil Zaheer1, 2, Satwik Kottur1, Siamak Ravanbhakhsh1, Barnabás Póczos1, Ruslan Salakhutdinov1, Alexander J Smola1, 2 Carnegie Mellon University 2 …}, journal = {cs.ubc.ca}, url = {https://www.cs.ubc.ca/~siamakx/papers/deepsets-nips17.pdf}, note = {Query date: 2019-04-09}, } @article{pop00186, author = {M Andrews and J Alison and S An and P Bryant and B Burkle and ...}, title = {End-to-End Jet Classification of Quarks and Gluons with the CMS Open Data}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1902.08276}, year = {2019}, note = {Query date: 2019-04-09}, }

@book{pop00210, author = {M Andrews and E Usai and P Bryant and B Burkle and M Paulini and ...}, title = {arXiv: End-to-End Jet Classification of Quarks and Gluons with the CMS Open Data}, publisher = {cds.cern.ch}, url = {http://cds.cern.ch/record/2666540}, year = {2019}, note = {Query date: 2019-04-09}, } @article{pop00211, author = {CL Li and WC Chang and Y Mroueh and Y Yang and ...}, title = {Implicit Kernel Learning}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1902.10214}, year = {2019}, note = {Query date: 2019-04-09}, } @article{pop00212, author = {P Sodhi and H Sun and B Póczos and ...}, title = {Robust Plant Phenotyping via Model-Based Optimization}, journal = {2018 IEEE/RSJ …}, publisher = {ieeexplore.ieee.org}, url = {https://ieeexplore.ieee.org/abstract/document/8594245/}, year = {2018}, note = {Query date: 2019-04-09}, } @article{pop00213, author = {B Poczos and R Tibshirani}, type = {PDF}, title = {Karush-Kuhn-Tucker conditions}, journal = {stat.cmu.edu}, url = {http://www.stat.cmu.edu/~ryantibs/convexopt-F13/lectures/13-kkt.pdf}, note = {Query date: 2019-04-09}, } @article{pop00214, author = {Z Szabó and B Póczos and L András}, type = {CITATION}, title = {rincz. Separation theorem for K-independent subspace analysis with sufficient conditions}, journal = {… , Budapest, 2006. http://arxiv. org/abs …}, note = {2 cites: https://scholar.google.com/scholar?cites=293635671156108740\&as_sdt=5,39\&sciodt=0,39\&hl=en}, note = {Query date: 2019-04-09}, }

@article{pop00199, author = {B Poczos and R Tibshirani}, type = {PDF}, title = {Duality uses and correspondences}, journal = {stat.cmu.edu}, url = {http://www.stat.cmu.edu/~ryantibs/convexopt-F13/lectures/14-dual-uc.pdf}, note = {Query date: 2019-04-09}, } @book{pop00200, author = {B Póczos and S Kirshner and C Szepesvári}, title = {using Euclidean Graph Optimization}, publisher = {videolectures.net}, url = {http://videolectures.net/site/normal_dl/tag=68387/aistats2010_poczos_rrbe_01.pdf}, year = {2010}, note = {Query date: 2019-04-09}, } @article{pop00201, author = {S Singh and Y Yang and R Zhang and B Póczos and J Ma}, type = {PDF}, title = {Predicting enhancer-promoter interaction using genomic sequence features}, journal = {contrib.andrew.cmu.edu}, url = {http://www.contrib.andrew.cmu.edu/~sss1/publications/posters/singh_SPEID_CSHL17_poster.pdf}, note = {Query date: 2019-04-09}, } @book{pop00202, author = {B Póczos and J Schneider and L Xiong and D Sutherland}, type = {PDF}, title = {Machine Learning to Recognize Phenomena in Large Scale Simulations}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/afs/.cs.cmu.edu/Web/People/bapoczos/other_presentations/SIAM_UQ_2012.pdf}, year = {2012}, note = {Query date: 2019-04-09}, } @article{pop00203, author = {S Singh and A Uppal and B Li and CL Li and M Zaheer and B Póczos}, type = {PDF}, title = {Nonparametric Density Estimation with Adversarial Losses}, journal = {papers.nips.cc}, url = {http://papers.nips.cc/paper/8225-nonparametric-density-estimation-under-adversarial-losses-supplemental.zip}, note = {Query date: 2019-04-09}, } @article{pop00204, author = {B Poczos and J Schneider and A Brandenburg and T Kahniashvili and ...}, type = {PDF}, title = {CDS\&E: Collaborative Research: Machine Learning for Automated Discovery and Control in Turbulent Plasma}, journal = {lcd-www.colorado.edu}, url = {http://lcd-www.colorado.edu/~axbr9098/tmp/machine/NSF2015CDSE.pdf}, note = {Query date: 2019-04-09}, } @article{pop00205, author = {Y Wu and B Poczos and A Singh}, title = {Towards Understanding the Generalization Bias of Two Layer Convolutional Linear Classifiers with Gradient Descent}, journal = {arXiv preprint arXiv:1802.04420}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1802.04420}, year = {2018}, note = {Query date: 2019-04-09}, } @article{pop00206, author = {JB Oliva and B Póczos and A Singh and J Schneider and T Verstynen}, type = {PDF}, title = {Sparse Functional Regression}, journal = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~aarti/pubs/NIPS13workshop_JOliva.pdf}, note = {Query date: 2019-04-09}, } @book{pop00207, author = {A Krishnamurthy and K Kandasamy and B Poczós and ...}, type = {PDF}, title = {On Estimating L2}, publisher = {cs.cmu.edu}, url = {https://www.cs.cmu.edu/~kkandasa/pubs/krishnamurthyAISTATS15l22.pdf}, year = {2015}, note = {Query date: 2019-04-09}, } @article{pop00208, author = {A Ramdas and B Póczos and A Singh and ...}, title = {An Analysis of Active Learning With Uniform Feature Noise}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1505.04215}, year = {2015}, note = {Query date: 2019-04-09}, } @article{pop00209, author = {SS Du and J Koushik and A Singh and B Póczos}, type = {PDF}, title = {Rates of Convergence of Nonparametric Estimators for Model Shift}, journal = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~bapoczos/articles/Du16NIPS_ASNMML.pdf}, note = {Query date: 2019-04-09}, }

@article{pop00199, author = {B Poczos and R Tibshirani}, type = {PDF}, title = {Duality uses and correspondences}, journal = {stat.cmu.edu}, url = {http://www.stat.cmu.edu/~ryantibs/convexopt-F13/lectures/14-dual-uc.pdf}, note = {Query date: 2019-04-09}, } @book{pop00200, author = {B Póczos and S Kirshner and C Szepesvári}, title = {using Euclidean Graph Optimization}, publisher = {videolectures.net}, url = {http://videolectures.net/site/normal_dl/tag=68387/aistats2010_poczos_rrbe_01.pdf}, year = {2010}, note = {Query date: 2019-04-09}, } @article{pop00201, author = {S Singh and Y Yang and R Zhang and B Póczos and J Ma}, type = {PDF}, title = {Predicting enhancer-promoter interaction using genomic sequence features}, journal = {contrib.andrew.cmu.edu}, url = {http://www.contrib.andrew.cmu.edu/~sss1/publications/posters/singh_SPEID_CSHL17_poster.pdf}, note = {Query date: 2019-04-09}, } @book{pop00202, author = {B Póczos and J Schneider and L Xiong and D Sutherland}, type = {PDF}, title = {Machine Learning to Recognize Phenomena in Large Scale Simulations}, publisher = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/afs/.cs.cmu.edu/Web/People/bapoczos/other_presentations/SIAM_UQ_2012.pdf}, year = {2012}, note = {Query date: 2019-04-09}, } @article{pop00203, author = {S Singh and A Uppal and B Li and CL Li and M Zaheer and B Póczos}, type = {PDF}, title = {Nonparametric Density Estimation with Adversarial Losses}, journal = {papers.nips.cc}, url = {http://papers.nips.cc/paper/8225-nonparametric-density-estimation-under-adversarial-losses-supplemental.zip}, note = {Query date: 2019-04-09}, } @article{pop00204, author = {B Poczos and J Schneider and A Brandenburg and T Kahniashvili and ...}, type = {PDF}, title = {CDS\&E: Collaborative Research: Machine Learning for Automated Discovery and Control in Turbulent Plasma}, journal = {lcd-www.colorado.edu}, url = {http://lcd-www.colorado.edu/~axbr9098/tmp/machine/NSF2015CDSE.pdf}, note = {Query date: 2019-04-09}, } @article{pop00205, author = {Y Wu and B Poczos and A Singh}, title = {Towards Understanding the Generalization Bias of Two Layer Convolutional Linear Classifiers with Gradient Descent}, journal = {arXiv preprint arXiv:1802.04420}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1802.04420}, year = {2018}, note = {Query date: 2019-04-09}, } @article{pop00206, author = {JB Oliva and B Póczos and A Singh and J Schneider and T Verstynen}, type = {PDF}, title = {Sparse Functional Regression}, journal = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~aarti/pubs/NIPS13workshop_JOliva.pdf}, note = {Query date: 2019-04-09}, } @book{pop00207, author = {A Krishnamurthy and K Kandasamy and B Poczós and ...}, type = {PDF}, title = {On Estimating L2}, publisher = {cs.cmu.edu}, url = {https://www.cs.cmu.edu/~kkandasa/pubs/krishnamurthyAISTATS15l22.pdf}, year = {2015}, note = {Query date: 2019-04-09}, } @article{pop00208, author = {A Ramdas and B Póczos and A Singh and ...}, title = {An Analysis of Active Learning With Uniform Feature Noise}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1505.04215}, year = {2015}, note = {Query date: 2019-04-09}, } @article{pop00209, author = {SS Du and J Koushik and A Singh and B Póczos}, type = {PDF}, title = {Rates of Convergence of Nonparametric Estimators for Model Shift}, journal = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/~bapoczos/articles/Du16NIPS_ASNMML.pdf}, note = {Query date: 2019-04-09}, }

@book{pop00187, author = {Z Szabó and B Sriperumbudur and B Póczos and A Gretton}, title = {Distribution Regression-Make It Simple and Consistent}, publisher = {discovery.ucl.ac.uk}, url = {http://discovery.ucl.ac.uk/1468773/1/szabo15distribution_poster.pdf}, year = {2015}, note = {Query date: 2019-04-09}, } @article{pop00188, author = {B Poczos and R Tibshirani}, type = {PDF}, title = {Subgradient method}, journal = {stat.cmu.edu}, url = {http://www.stat.cmu.edu/~ryantibs/convexopt-F13/lectures/07-sg-method.pdf}, note = {Query date: 2019-04-09}, } @article{pop00189, author = {SR Mauter and B Póczos}, type = {PDF}, title = {Assessing the Feasibility of Remote Sensing of Soil Salinity at Global Scale}, journal = {… Data for High …}, publisher = {pstorage-cmu-348901238291901.s3 …}, url = {http://pstorage-cmu-348901238291901.s3.amazonaws.com/12255740/RemotelySensedDataforHighResolutionAgroEnvironmentalPolic.pdf#page=92}, year = {2017}, note = {Query date: 2019-04-09}, } @article{pop00190, author = {S Singh and B Póczos and J Ma}, type = {PDF}, title = {Minimax Reconstruction in (Convolutional) Sparse Dictionary Learning}, journal = {contrib.andrew.cmu.edu}, url = {http://www.contrib.andrew.cmu.edu/~sss1/publications/posters/singh_CSDL_AISTATS18_poster.pdf}, note = {Query date: 2019-04-09}, }

@article{pop00192, author = {G Szirtes and B Póczos and A Lorincz}, type = {PDF}, title = {Neural Adaptation of the Kalman-Gain}, journal = {cs.cmu.edu}, url = {http://www.cs.cmu.edu/afs/cs/Web/People/bapoczos/articles/szirtesetal04neural_long.pdf}, note = {Query date: 2019-04-09}, } @article{pop00193, author = {CL Li and E Kang and S Ge and L Zhang and A Dill and M Zaheer and ...}, title = {Hallucinating Point Cloud into 3D Sculptural Object}, journal = {arXiv preprint arXiv …}, publisher = {arxiv.org}, url = {https://arxiv.org/abs/1811.05389}, year = {2018}, note = {Query date: 2019-04-09}, } @article{pop00194, author = {F Lanusse and S Ravanbakhsh and ...}, title = {Deep Generative Models of Galaxy Images for the Calibration of the Next Generation of Weak Lensing Surveys}, journal = {American …}, publisher = {adsabs.harvard.edu}, url = {http://adsabs.harvard.edu/abs/2017AAS...22934205L}, year = {2017}, note = {Query date: 2019-04-09}, } @article{pop00195, author = {S Singh and Y Yang and B Póczos and J Ma}, type = {PDF}, title = {Predicting Enhancer-Promoter Interaction from Genomic Sequence with Deep Learning}, journal = {andrew.cmu.edu}, url = {http://www.andrew.cmu.edu/user/sss1/publications/papers/singh_EPI_NIPS16_MLCB.pdf}, note = {Query date: 2019-04-09}, } @article{pop00196, author = {H Pham and PP Liang and T Manzini and LP Morency and B Poczós}, type = {PDF}, title = {Found in Translation: Learning Robust Joint Representations by Cyclic Translations Between Modalities: Supplementary Material}, journal = {cs.cmu.edu}, url = {https://www.cs.cmu.edu/~pliang/papers/aaai2019_seq2seq_supp.pdf}, note = {Query date: 2019-04-09}, } @article{pop00197, author = {M Ntampaka and H Trac and D Sutherland and ...}, title = {Dynamical Mass Measurements of Contaminated Galaxy Clusters Using Support Distribution Machines}, journal = {American …}, publisher = {adsabs.harvard.edu}, url = {http://adsabs.harvard.edu/abs/2018AAS...23122504N}, year = {2018}, note = {Query date: 2019-04-09}, } @book{pop00198, author = {L Andras and P Barnabas and S Gabor and T Balint}, type = {CITATION}, title = {Ockham's razor at work: Modeling of the homunculus''}, publisher = {philpapers.org}, url = {https://philpapers.org/rec/ANDORA}, year = {2002}, note = {Query date: 2019-04-09}, } @misc{pop00215, author = {P Barnabás}, type = {CITATION}, title = {Függetlenaltér-analízis}, year = {2006}, note = {Query date: 2019-04-09}, }