166 citations · 1.4k across the 47 of their papers we have counts for
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A Unified Framework for Generic, Query-Focused, Privacy Preserving and Update Summarization using Submodular Information Measures
Vishal Kaushal, Suraj Kothawade, Ganesh Ramakrishnan +3
We study submodular information measures as a rich framework for generic, query-focused, privacy sensitive, and update summarization tasks. While past work generally treats these p…
Concave Aspects of Submodular Functions
Rishabh Iyer, Jeff Bilmes
Submodular Functions are a special class of set functions, which generalize several information-theoretic quantities such as entropy and mutual information [1]. Submodular function…
Submodular Combinatorial Information Measures with Applications in Machine Learning
Rishabh Iyer, Ninad Khargonkar, Jeff Bilmes +1
Information-theoretic quantities like entropy and mutual information have found numerous uses in machine learning. It is well known that there is a strong connection between these…