Title :
Asymmetric Multilevel Diversity Coding and Asymmetric Gaussian Multiple Descriptions
Author :
Mohajer, Soheil ; Tian, Chao ; Diggavi, Suhas N.
Author_Institution :
Sch. of Comput. & Commun. Sci., Ecole Polytech. Fed. de Lausanne, Lausanne, Switzerland
Abstract :
We consider the asymmetric multilevel diversity (A-MLD) coding problem, where a set of 2K - 1 information sources, ordered in a decreasing level of importance, is encoded into K messages (or descriptions). There are 2K - 1 decoders, each of which has access to a nonempty subset of the encoded messages. Each decoder is required to reproduce the information sources up to a certain importance level depending on the combination of descriptions available to it. We obtain a single letter characterization of the achievable rate region for the 3-description problem. In contrast to symmetric multilevel diversity coding, source-separation coding is not sufficient in the asymmetric case, and ideas akin to network coding need to be used strategically. Based on the intuitions gained in treating the A-MLD problem, we derive inner and outer bounds for the rate region of the asymmetric Gaussian multiple description (MD) problem with three descriptions. Both the inner and outer bounds have a similar geometric structure to the rate region template of the A-MLD coding problem, and, moreover, we show that the gap between them is constant, which results in an approximate characterization of the asymmetric Gaussian three description rate region.
Keywords :
Gaussian processes; network coding; A-MLD coding; asymmetric Gaussian multiple descriptions; asymmetric multilevel diversity coding; geometric structure; information sources; network coding; Approximation methods; Birds; Channel coding; Chaotic communication; Computers; Data compression; Decoding; Entropy; Fault tolerance; Information theory; Network coding; Rate-distortion; Snow; Source coding; Asymmetry; multilevel diversity coding; multiple descriptions; rate-distortion;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2010.2054535