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The Gray-Wyner Network and Wyner’s Common Information for Gaussian Sources.

Authors :
Sula, Erixhen
Gastpar, Michael
Source :
IEEE Transactions on Information Theory; Feb2022, Vol. 68 Issue 2, p1369-1384, 16p
Publication Year :
2022

Abstract

This paper presents explicit solutions for two related non-convex information extremization problems due to Gray and Wyner in the Gaussian case. The first problem is the Gray-Wyner network subject to a sum-rate constraint on the two private links. Here, our argument establishes the optimality of Gaussian codebooks and hence, a closed-form formula for the optimal rate region. The second problem is Wyner’s common information and a generalization thereof, where conditional independence is generalized to a limit on the conditional mutual information. We present full explicit solutions for the scalar as well as the vector case. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00189448
Volume :
68
Issue :
2
Database :
Complementary Index
Journal :
IEEE Transactions on Information Theory
Publication Type :
Academic Journal
Accession number :
154861841
Full Text :
https://doi.org/10.1109/TIT.2021.3128187