Title :
Rate Region of the Gaussian Scalar-Help-Vector Source-Coding Problem
Author :
Rahman, Md Saifur ; Wagner, Aaron B.
Author_Institution :
Sch. of Electr. & Comput. Eng., Cornell Univ., Ithaca, NY, USA
Abstract :
We determine the rate region of the Gaussian one-helper source-coding problem in which the helper observes a scalar, the main encoder observes a vector, and the distortion constraint is a positive semidefinite upper bound on the error covariance matrix of the main source. The rate region is achieved by a Gaussian achievable scheme. We introduce a novel outer bounding technique to establish the converse. Our approach is to create a reduced dimensional problem by projecting the main source and the distortion constraint in certain directions determined by the optimal Gaussian scheme. We also provide an outer bound to the rate region of the more general problem in which there are distortion constraints on both sources. This outer bound is partially tight in general and completely tight in some nontrivial cases.
Keywords :
Gaussian processes; covariance matrices; distortion; source coding; vectors; Gaussian achievable scheme; Gaussian one-helper source-coding problem; Gaussian scalar-help-vector source-coding problem; distortion constraint; encoder; error covariance matrix; optimal Gaussian scheme; outer bounding technique; positive semidefinite upper bound; rate region; reduced dimensional problem; Covariance matrix; Decoding; Optimization; Rate-distortion; Source coding; Symmetric matrices; Vectors; Covariance matrix distortion constraint; dimension reduction; multiterminal source coding; one-helper problem; vector Gaussian sources; vector quantization;
Journal_Title :
Information Theory, IEEE Transactions on
DOI :
10.1109/TIT.2011.2170930