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Fair Numerical Algorithm of Coset Cardinality Spectrum for Distributed Arithmetic Coding
As a typical symbol-wise solution of asymmetric Slepian-Wolf coding problem, Distributed Arithmetic Coding (DAC) non-linearly partitions source space into disjoint cosets with unequal sizes. The distribution of DAC coset cardinalities, named the Coset Cardinality Spectrum (CCS), plays an important r...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10047628/ https://www.ncbi.nlm.nih.gov/pubmed/36981325 http://dx.doi.org/10.3390/e25030437 |
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author | Fang, Yong Yang, Nan |
author_facet | Fang, Yong Yang, Nan |
author_sort | Fang, Yong |
collection | PubMed |
description | As a typical symbol-wise solution of asymmetric Slepian-Wolf coding problem, Distributed Arithmetic Coding (DAC) non-linearly partitions source space into disjoint cosets with unequal sizes. The distribution of DAC coset cardinalities, named the Coset Cardinality Spectrum (CCS), plays an important role in both theoretical understanding and decoder design for DAC. In general, CCS cannot be calculated directly. Instead, a numerical algorithm is usually used to obtain an approximation. This paper first finds that the contemporary numerical algorithm of CCS is theoretically imperfect and does not finally converge to the real CCS. Further, to solve this problem, we refine the original numerical algorithm based on rigorous theoretical analyses. Experimental results verify that the refined numerical algorithm amends the drawbacks of the original version. |
format | Online Article Text |
id | pubmed-10047628 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100476282023-03-29 Fair Numerical Algorithm of Coset Cardinality Spectrum for Distributed Arithmetic Coding Fang, Yong Yang, Nan Entropy (Basel) Article As a typical symbol-wise solution of asymmetric Slepian-Wolf coding problem, Distributed Arithmetic Coding (DAC) non-linearly partitions source space into disjoint cosets with unequal sizes. The distribution of DAC coset cardinalities, named the Coset Cardinality Spectrum (CCS), plays an important role in both theoretical understanding and decoder design for DAC. In general, CCS cannot be calculated directly. Instead, a numerical algorithm is usually used to obtain an approximation. This paper first finds that the contemporary numerical algorithm of CCS is theoretically imperfect and does not finally converge to the real CCS. Further, to solve this problem, we refine the original numerical algorithm based on rigorous theoretical analyses. Experimental results verify that the refined numerical algorithm amends the drawbacks of the original version. MDPI 2023-03-01 /pmc/articles/PMC10047628/ /pubmed/36981325 http://dx.doi.org/10.3390/e25030437 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Fang, Yong Yang, Nan Fair Numerical Algorithm of Coset Cardinality Spectrum for Distributed Arithmetic Coding |
title | Fair Numerical Algorithm of Coset Cardinality Spectrum for Distributed Arithmetic Coding |
title_full | Fair Numerical Algorithm of Coset Cardinality Spectrum for Distributed Arithmetic Coding |
title_fullStr | Fair Numerical Algorithm of Coset Cardinality Spectrum for Distributed Arithmetic Coding |
title_full_unstemmed | Fair Numerical Algorithm of Coset Cardinality Spectrum for Distributed Arithmetic Coding |
title_short | Fair Numerical Algorithm of Coset Cardinality Spectrum for Distributed Arithmetic Coding |
title_sort | fair numerical algorithm of coset cardinality spectrum for distributed arithmetic coding |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10047628/ https://www.ncbi.nlm.nih.gov/pubmed/36981325 http://dx.doi.org/10.3390/e25030437 |
work_keys_str_mv | AT fangyong fairnumericalalgorithmofcosetcardinalityspectrumfordistributedarithmeticcoding AT yangnan fairnumericalalgorithmofcosetcardinalityspectrumfordistributedarithmeticcoding |