Articles with "submodular information" as a keyword



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Generalized Submodular Information Measures: Theoretical Properties, Examples, Optimization Algorithms, and Applications

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Published in 2022 at "IEEE Transactions on Information Theory"

DOI: 10.1109/tit.2021.3123944

Abstract: 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 entropic quantities and submodularity since entropy over a set… read more here.

Keywords: information; mutual information; submodular information; information measures ... See more keywords