Variations on the Expectation due to Changes in the Probability Measure

Fuente: arXiv
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Auteurs principaux: Perlaza, Samir M., Bisson, Gaetan
Format: Preprint
Publié: 2025
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author Perlaza, Samir M.
Bisson, Gaetan
author_facet Perlaza, Samir M.
Bisson, Gaetan
contents In this paper, closed-form expressions are presented for the variation of the expectation of a given function due to changes in the probability measure used for the expectation. They unveil interesting connections with Gibbs probability measures, mutual information, and lautum information.
format Preprint
id arxiv_https___arxiv_org_abs_2502_02887
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Variations on the Expectation due to Changes in the Probability Measure
Perlaza, Samir M.
Bisson, Gaetan
Information Theory
Machine Learning
Probability
Statistics Theory
In this paper, closed-form expressions are presented for the variation of the expectation of a given function due to changes in the probability measure used for the expectation. They unveil interesting connections with Gibbs probability measures, mutual information, and lautum information.
title Variations on the Expectation due to Changes in the Probability Measure
topic Information Theory
Machine Learning
Probability
Statistics Theory
url https://arxiv.org/abs/2502.02887