Barnabas Poczos
Postdoctoral Fellow
Biography
I am currently a postdoctoral fellow working with professor Jeff Schneider at the Auton Lab, School of Computer Science, Carnegie Mellon University. My research interests lie in the theoretical questions of statistics and their applications to machine learning. After working as a lecturer at the Eotvos Lorand university, Budapest, Hungary, I moved to Edmonton, Canada and conducted research from 2007 through 2010 spring as a postdoctoral fellow at the Alberta Ingenuity Centre for Machine Learning.
Recent Papers
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Copula-based Kernel Dependency Measures
(2012)
Copula-based Kernel Dependency Measures -
Nonparametric Kernel Estimators for Image Classification
(2012)
nonparametric kernel estimation for image classification -
Collaborative Filtering via Group-Structured Dictionary Learning
(2012)
Application of structured dictionary learning for collaborative filtering -
Support Distribution Machines
(2012)
Kernel algorithms on distributions -
Nonparametric Estimation of Conditional Information and Divergences
(2012)
nonparametric conditional mutual information estimator - (12 more)
Software
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Group Anomaly Detection Software
Matlab code of probabilistic models for group anomaly detection. -
Nonparametric Divergence Estimation
C++ and pure Matlab implementations of nonparametric divergence estimation.