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Non-Asymptotic Achievable Rate-Distortion Region for Indirect Wyner-Ziv Source Coding

Authors: Wei, Jiahui; Mary, Philippe; Dupraz, Elsa;

Non-Asymptotic Achievable Rate-Distortion Region for Indirect Wyner-Ziv Source Coding

Abstract

In the Wyner-Ziv source coding problem, a source $X$ has to be encoded while the decoder has access to side information $Y$. This paper investigates the indirect setup, in which a latent source $S$, unobserved by both the encoder and the decoder, must also be reconstructed at the decoder. This scenario is increasingly relevant in the context of goal-oriented communications, where $S$ can represent semantic information obtained from $X$. This paper derives the indirect Wyner-Ziv rate-distortion function in asymptotic regime and provides an achievable region in finite block-length. Furthermore, a Blahut-Arimoto algorithm tailored for the indirect Wyner-Ziv setup, is proposed. This algorithm is then used to give a numerical evaluation of the achievable indirect rate-distortion region when $S$ is treated as a classification label.

8 pages, 2 figures, 3 pages' appendix

Related Organizations
Keywords

FOS: Computer and information sciences, Information Theory (cs.IT), Indirect source coding, Non-asymptotic bound, Information Theory, [MATH] Mathematics [math], [INFO] Computer Science [cs], Wyner-Ziv, Goal oriented communications

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green