Title :
Rate distortion of stationary and nonstationary vector gauaaian sources
Author :
Kafedziski, Venceslav
Author_Institution :
Dept. of Electr. Eng., Ss. Cyril & Methodius Univ.
Abstract :
Rate distortion of certain vector Gaussian sources is addressed. To evaluate rate distortion of a stationary vector Gaussian source and a vector AR Gaussian source, limiting eigenvalue distribution of block Toeplitz matrices is used. To evaluate rate distortion of a vector AR Gaussian source with time varying coefficients, where time variation is described by a stationary, ergodic vector process, random ergodic operator theory is used. To solve this last problem, the limiting eigenvalue distribution of a sequence of matrices of increasing order describing the AR source, is shown to exist. Sufficient conditions are given for each of the three cases for which source coding theorems hold
Keywords :
Gaussian processes; Toeplitz matrices; eigenvalues and eigenfunctions; rate distortion theory; Toeplitz matrices; eigenvalue distribution; ergodic vector process; nonstationary vector Gaussian sources; random ergodic operator theory; rate distortion; Codes; Distortion measurement; Eigenvalues and eigenfunctions; Finite impulse response filter; Gaussian processes; Rate-distortion; Source coding; Sufficient conditions; Terminology; Vectors;
Conference_Titel :
Statistical Signal Processing, 2005 IEEE/SP 13th Workshop on
Conference_Location :
Novosibirsk
Print_ISBN :
0-7803-9403-8
DOI :
10.1109/SSP.2005.1628751