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 scalar-help-vector source-coding problem under a covariance matrix distortion constraint. The rate region is achieved by a Gaussian achievable scheme. We introduce a novel lower bounding technique to establish the converse of the main result. Our approach is based on lower bounding the problem with a potentially reduced dimensional problem by projecting the main source and imposing the distortion constraint in certain directions determined by the optimal Gaussian scheme. We also provide several properties that the optimal solution to the point-to-point rate-distortion problem for a vector Gaussian source under a covariance matrix distortion constraint satisfies. These properties play an important role in our converse proof.
Keywords :
Gaussian processes; covariance matrices; source coding; Gaussian achievable scheme; Gaussian scalar-help-vector source-coding problem; covariance matrix distortion constraint; optimal Gaussian scheme; point-to-point rate-distortion problem; rate region; vector Gaussian source; Broadcasting; Covariance matrix; Decoding; Degradation; Entropy; Information theory; Rate-distortion; Source coding; Testing;
Conference_Titel :
Information Theory Proceedings (ISIT), 2010 IEEE International Symposium on
Conference_Location :
Austin, TX
Print_ISBN :
978-1-4244-7890-3
Electronic_ISBN :
978-1-4244-7891-0
DOI :
10.1109/ISIT.2010.5513288