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Alexander Gray

Document Type: Person
Tags: Auton Fast Classifiers, Statistical Data Mining for Astrophysics, K Nearest Neighbor, Astrostatistics, Cached Sufficient Statistics, Clustering, Memory-based Learning, Efficient Statistical Algorithms, Life Science Data Mining, Locally Weighted Learning, Kernel Density Estimation, Bayesian Networks, Kd-trees and Ball-trees, Mixture Models, Optimization

Alex's fascinations in early grade school were Legos, breaking ciphers, and drawing human anatomy. After studying Applied Math and Computer Science at Berkeley, he resisted a job offer to do Hollywood special effects and ended up working at NASA's Jet Propulsion Laboratory for six years developi...

Andrew Moore

Document Type: Person
Tags: Link Analysis, Auton Fast Classifiers, Statistical Data Mining for Astrophysics, Cached Sufficient Statistics, Efficient Statistical Algorithms, Spatial Statistics, Life Science Data Mining, Logistic Regression, Locally Weighted Learning, GDA, AD-trees, Bayesian Networks, Kernel Density Estimation, Kd-trees and Ball-trees, Mixture Models, WSARE, Reinforcement Learning, Active Learning, Markov Decision Processes, K Nearest Neighbor, Astrostatistics, Clustering, Memory-based Learning, Biosurveillance, Applications, Optimization, Association Rules

Andrew began his career writing video-games for an obscure British personal computer. He rapidly became a thousandaire and retired to academia, where he received a PhD from the University of Cambridge in 1991. He researched robot learning as a Post-doc working with Chris Atkeson, and then moved ...

Dense K Nearest Neighbor

Document Type: Software
Tags: Auton Fast Classifiers, K Nearest Neighbor, Life Science Data Mining

Paul Komarek Ting Liu Andrew Moore John Ostlund

Dense Logistic Regression

Document Type: Software
Tags: Auton Fast Classifiers, Life Science Data Mining, Logistic Regression

Paul Komarek Ting Liu Andrew Moore John Ostlund

Dense Naive Bayes Classifier

Document Type: Software
Tags: Auton Fast Classifiers, Life Science Data Mining

Paul Komarek Ting Liu Andrew Moore John Ostlund

Fast Robust Logistic Regression for Large Sparse Datasets with Binary Outputs

Document Type: Paper
Tags: Efficient Statistical Algorithms, Optimization, Life Science Data Mining, Logistic Regression

Although popular and extremely well established in mainstream statistical data analysis, logistic regression is strangely absent in the field of data mining. There are two possible explanations of this phenomenon. First, there might be an assumption that any tool which can only produce linear cl...

High-Dimensional Probabilistic Classification for Drug Discovery

Document Type: Paper
Tags: Efficient Statistical Algorithms, Applications, Optimization, Life Science Data Mining

Automated high-throughput drug screening constitutes a critical emerging approach in modern pharmaceutical research. The statistical task of interest is that of discriminating active versus inactive molecules given a target molecule, in order to rank potential drug candidates for further testing...

Paul Komarek

Document Type: Person
Tags: AD-trees, Link Analysis, Auton Fast Classifiers, Cached Sufficient Statistics, Astrostatistics, Efficient Statistical Algorithms, Kd-trees and Ball-trees, Optimization, Life Science Data Mining, Association Rules, Logistic Regression

I started life in Spokane, Washington. In 1997 I received a B.S. in mathematics at Western Washington University in Bellingham, the northern-most city in the continental US. Carnegie Mellon University awarded me a Master's in Algorithms, Combinatorics, and Optimization (ACO) in 1999. My ACO Ph.D...

Sparse K Nearest Neighbor

Document Type: Software
Tags: Auton Fast Classifiers, K Nearest Neighbor, Life Science Data Mining

Paul Komarek Ting Liu Andrew Moore John Ostlund

Sparse Logistic Regression

Document Type: Software
Tags: Auton Fast Classifiers, Life Science Data Mining, Logistic Regression

Paul Komarek Ting Liu Andrew Moore John Ostlund