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Bibliographic Details
Main Authors: Gagne, Nicolas, Panangaden, Prakash
Format: Preprint
Published: 2017
Subjects:
Online Access:https://arxiv.org/abs/1703.08853
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author Gagne, Nicolas
Panangaden, Prakash
author_facet Gagne, Nicolas
Panangaden, Prakash
contents We give a categorical treatment, in the spirit of Baez and Fritz, of relative entropy for probability distributions defined on standard Borel spaces. We define a category suitable for reasoning about statistical inference on standard Borel spaces. We define relative entropy as a functor into Lawvere's category and we show convexity, lower semicontinuity and uniqueness.
format Preprint
id arxiv_https___arxiv_org_abs_1703_08853
institution arXiv
publishDate 2017
record_format arxiv
spellingShingle A categorical characterization of relative entropy on standard Borel spaces
Gagne, Nicolas
Panangaden, Prakash
Information Theory
We give a categorical treatment, in the spirit of Baez and Fritz, of relative entropy for probability distributions defined on standard Borel spaces. We define a category suitable for reasoning about statistical inference on standard Borel spaces. We define relative entropy as a functor into Lawvere's category and we show convexity, lower semicontinuity and uniqueness.
title A categorical characterization of relative entropy on standard Borel spaces
topic Information Theory
url https://arxiv.org/abs/1703.08853