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cs.LG2018
Fair and Diverse DPP-based Data Summarization
L. Elisa Celis, Vijay Keswani, Damian Straszak +3
Sampling methods that choose a subset of the data proportional to its diversity in the feature space are popular for data summarization. However, recent studies have noted the occu…
cs.LG2017
Belief Propagation, Bethe Approximation and Polynomials
Damian Straszak, Nisheeth K. Vishnoi
Factor graphs are important models for succinctly representing probability distributions in machine learning, coding theory, and statistical physics. Several computational problems…