Malioutov, Dmitry

9 publications

AISTATS 2023 Heavy Sets with Applications to Interpretable Machine Learning Diagnostics Dmitry Malioutov, Sanjeeb Dash, Dennis Wei
JAIR 2022 Efficient Learning of Interpretable Classification Rules Bishwamittra Ghosh, Dmitry Malioutov, Kuldeep S. Meel
UAI 2016 Large-Scale Submodular Greedy Exemplar Selection with Structured Similarity Matrices Dmitry Malioutov, Abhishek Kumar, Ian En-Hsu Yen
AISTATS 2016 Scalable Exemplar Clustering and Facility Location via Augmented Block Coordinate Descent with Column Generation Ian En-Hsu Yen, Dmitry Malioutov, Abhishek Kumar
ICML 2015 Large-Scale Log-Determinant Computation Through Stochastic Chebyshev Expansions Insu Han, Dmitry Malioutov, Jinwoo Shin
ICML 2014 Convex Total Least Squares Dmitry Malioutov, Nikolai Slavov
ICML 2013 Exact Rule Learning via Boolean Compressed Sensing Dmitry Malioutov, Kush Varshney
NeurIPS 2007 Linear Programming Analysis of Loopy Belief Propagation for Weighted Matching Sujay Sanghavi, Dmitry Malioutov, Alan S. Willsky
NeurIPS 2005 Walk-Sum Interpretation and Analysis of Gaussian Belief Propagation Dmitry Malioutov, Alan S. Willsky, Jason K. Johnson