On Grobner-Shirshov bases for Markov semirings

Fuente: arXiv
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Auteurs principaux: Niu, Xiaohui, Li, Wenxi, Wang, Zhongzhi
Format: Preprint
Publié: 2024
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author Niu, Xiaohui
Li, Wenxi
Wang, Zhongzhi
author_facet Niu, Xiaohui
Li, Wenxi
Wang, Zhongzhi
contents In order to investigate the relationship between Shannon information measure of random variables, scholars such as Yeung utilized information diagrams to explore the structured representation of information measures, establishing correspondences with sets. However, this method has limitations when studying information measures of five or more random variables. In this paper, we consider employing algebraic methods to study the relationship of information measures of random variables. By introducing a semiring generated by random variables, we establish correspondences between sets and elements of the semiring. Utilizing the Grobner-Shirshov basis, we present the structure of the semiring and its standard form. Furthermore, we delve into the structure of the semiring generated under Markov chain conditions (referred to as Markov semiring), obtaining its standard form.
format Preprint
id arxiv_https___arxiv_org_abs_2401_05731
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle On Grobner-Shirshov bases for Markov semirings
Niu, Xiaohui
Li, Wenxi
Wang, Zhongzhi
Information Theory
Rings and Algebras
16Y60, 16Z10, 94A15
In order to investigate the relationship between Shannon information measure of random variables, scholars such as Yeung utilized information diagrams to explore the structured representation of information measures, establishing correspondences with sets. However, this method has limitations when studying information measures of five or more random variables. In this paper, we consider employing algebraic methods to study the relationship of information measures of random variables. By introducing a semiring generated by random variables, we establish correspondences between sets and elements of the semiring. Utilizing the Grobner-Shirshov basis, we present the structure of the semiring and its standard form. Furthermore, we delve into the structure of the semiring generated under Markov chain conditions (referred to as Markov semiring), obtaining its standard form.
title On Grobner-Shirshov bases for Markov semirings
topic Information Theory
Rings and Algebras
16Y60, 16Z10, 94A15
url https://arxiv.org/abs/2401.05731