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Rate-Distortion Region of a Gray–Wyner Model with Side Information

In this work, we establish a full single-letter characterization of the rate-distortion region of an instance of the Gray–Wyner model with side information at the decoders. Specifically, in this model, an encoder observes a pair of memoryless, arbitrarily correlated, sources [Formula: see text] and...

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Autores principales: Benammar, Meryem, Zaidi, Abdellatif
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512196/
https://www.ncbi.nlm.nih.gov/pubmed/33265094
http://dx.doi.org/10.3390/e20010002
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author Benammar, Meryem
Zaidi, Abdellatif
author_facet Benammar, Meryem
Zaidi, Abdellatif
author_sort Benammar, Meryem
collection PubMed
description In this work, we establish a full single-letter characterization of the rate-distortion region of an instance of the Gray–Wyner model with side information at the decoders. Specifically, in this model, an encoder observes a pair of memoryless, arbitrarily correlated, sources [Formula: see text] and communicates with two receivers over an error-free rate-limited link of capacity [Formula: see text] , as well as error-free rate-limited individual links of capacities [Formula: see text] to the first receiver and [Formula: see text] to the second receiver. Both receivers reproduce the source component [Formula: see text] losslessly; and Receiver 1 also reproduces the source component [Formula: see text] lossily, to within some prescribed fidelity level [Formula: see text]. In addition, Receiver 1 and Receiver 2 are equipped, respectively, with memoryless side information sequences [Formula: see text] and [Formula: see text]. Important in this setup, the side information sequences are arbitrarily correlated among them, and with the source pair [Formula: see text]; and are not assumed to exhibit any particular ordering. Furthermore, by specializing the main result to two Heegard–Berger models with successive refinement and scalable coding, we shed light on the roles of the common and private descriptions that the encoder should produce and the role of each of the common and private links. We develop intuitions by analyzing the developed single-letter rate-distortion regions of these models, and discuss some insightful binary examples.
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spelling pubmed-75121962020-11-09 Rate-Distortion Region of a Gray–Wyner Model with Side Information Benammar, Meryem Zaidi, Abdellatif Entropy (Basel) Article In this work, we establish a full single-letter characterization of the rate-distortion region of an instance of the Gray–Wyner model with side information at the decoders. Specifically, in this model, an encoder observes a pair of memoryless, arbitrarily correlated, sources [Formula: see text] and communicates with two receivers over an error-free rate-limited link of capacity [Formula: see text] , as well as error-free rate-limited individual links of capacities [Formula: see text] to the first receiver and [Formula: see text] to the second receiver. Both receivers reproduce the source component [Formula: see text] losslessly; and Receiver 1 also reproduces the source component [Formula: see text] lossily, to within some prescribed fidelity level [Formula: see text]. In addition, Receiver 1 and Receiver 2 are equipped, respectively, with memoryless side information sequences [Formula: see text] and [Formula: see text]. Important in this setup, the side information sequences are arbitrarily correlated among them, and with the source pair [Formula: see text]; and are not assumed to exhibit any particular ordering. Furthermore, by specializing the main result to two Heegard–Berger models with successive refinement and scalable coding, we shed light on the roles of the common and private descriptions that the encoder should produce and the role of each of the common and private links. We develop intuitions by analyzing the developed single-letter rate-distortion regions of these models, and discuss some insightful binary examples. MDPI 2017-12-22 /pmc/articles/PMC7512196/ /pubmed/33265094 http://dx.doi.org/10.3390/e20010002 Text en © 2017 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
Benammar, Meryem
Zaidi, Abdellatif
Rate-Distortion Region of a Gray–Wyner Model with Side Information
title Rate-Distortion Region of a Gray–Wyner Model with Side Information
title_full Rate-Distortion Region of a Gray–Wyner Model with Side Information
title_fullStr Rate-Distortion Region of a Gray–Wyner Model with Side Information
title_full_unstemmed Rate-Distortion Region of a Gray–Wyner Model with Side Information
title_short Rate-Distortion Region of a Gray–Wyner Model with Side Information
title_sort rate-distortion region of a gray–wyner model with side information
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512196/
https://www.ncbi.nlm.nih.gov/pubmed/33265094
http://dx.doi.org/10.3390/e20010002
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