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Finite-Length Analyses for Source and Channel Coding on Markov Chains†
We derive finite-length bounds for two problems with Markov chains: source coding with side-information where the source and side-information are a joint Markov chain and channel coding for channels with Markovian conditional additive noise. For this purpose, we point out two important aspects of fi...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516944/ https://www.ncbi.nlm.nih.gov/pubmed/33286234 http://dx.doi.org/10.3390/e22040460 |
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author | Hayashi, Masahito Watanabe, Shun |
author_facet | Hayashi, Masahito Watanabe, Shun |
author_sort | Hayashi, Masahito |
collection | PubMed |
description | We derive finite-length bounds for two problems with Markov chains: source coding with side-information where the source and side-information are a joint Markov chain and channel coding for channels with Markovian conditional additive noise. For this purpose, we point out two important aspects of finite-length analysis that must be argued when finite-length bounds are proposed. The first is the asymptotic tightness, and the other is the efficient computability of the bound. Then, we derive finite-length upper and lower bounds for the coding length in both settings such that their computational complexity is low. We argue the first of the above-mentioned aspects by deriving the large deviation bounds, the moderate deviation bounds, and second-order bounds for these two topics and show that these finite-length bounds achieve the asymptotic optimality in these senses. Several kinds of information measures for transition matrices are introduced for the purpose of this discussion. |
format | Online Article Text |
id | pubmed-7516944 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75169442020-11-09 Finite-Length Analyses for Source and Channel Coding on Markov Chains† Hayashi, Masahito Watanabe, Shun Entropy (Basel) Article We derive finite-length bounds for two problems with Markov chains: source coding with side-information where the source and side-information are a joint Markov chain and channel coding for channels with Markovian conditional additive noise. For this purpose, we point out two important aspects of finite-length analysis that must be argued when finite-length bounds are proposed. The first is the asymptotic tightness, and the other is the efficient computability of the bound. Then, we derive finite-length upper and lower bounds for the coding length in both settings such that their computational complexity is low. We argue the first of the above-mentioned aspects by deriving the large deviation bounds, the moderate deviation bounds, and second-order bounds for these two topics and show that these finite-length bounds achieve the asymptotic optimality in these senses. Several kinds of information measures for transition matrices are introduced for the purpose of this discussion. MDPI 2020-04-18 /pmc/articles/PMC7516944/ /pubmed/33286234 http://dx.doi.org/10.3390/e22040460 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Hayashi, Masahito Watanabe, Shun Finite-Length Analyses for Source and Channel Coding on Markov Chains† |
title | Finite-Length Analyses for Source and Channel Coding on Markov Chains† |
title_full | Finite-Length Analyses for Source and Channel Coding on Markov Chains† |
title_fullStr | Finite-Length Analyses for Source and Channel Coding on Markov Chains† |
title_full_unstemmed | Finite-Length Analyses for Source and Channel Coding on Markov Chains† |
title_short | Finite-Length Analyses for Source and Channel Coding on Markov Chains† |
title_sort | finite-length analyses for source and channel coding on markov chains† |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7516944/ https://www.ncbi.nlm.nih.gov/pubmed/33286234 http://dx.doi.org/10.3390/e22040460 |
work_keys_str_mv | AT hayashimasahito finitelengthanalysesforsourceandchannelcodingonmarkovchains AT watanabeshun finitelengthanalysesforsourceandchannelcodingonmarkovchains |