Title :
Variable-rate source coding theorems for stationary nonergodic sources
Author :
Effros, M. ; Chou, P.A. ; Gray, R.M.
Author_Institution :
Inf. Syst. Lab., Stanford Univ., CA, USA
fDate :
11/1/1994 12:00:00 AM
Abstract :
For a stationary ergodic source, the source coding theorem and its converse imply that the optimal performance theoretically achievable by a fixed-rate or variable-rate block quantizer is equal to the distortion-rate function, which is defined as the infimum of an expected distortion subject to a mutual information constraint. For a stationary nonergodic source, however, the. Distortion-rate function cannot in general be achieved arbitrarily closely by a fixed-rate block code. We show, though, that for any stationary nonergodic source with a Polish alphabet, the distortion-rate function can be achieved arbitrarily closely by a variable-rate block code. We also show that the distortion-rate function of a stationary nonergodic source has a decomposition as the average of the distortion-rate functions of the source´s stationary ergodic components, where the average is taken over points on the component distortion-rate functions having the same slope. These results extend previously known results for finite alphabets
Keywords :
source coding; variable rate codes; Polish alphabet; average; distortion rate function; finite alphabets; information constraint; slope; stationary nonergodic sources; variable rate block code; variable rate source coding theorems; Block codes; Constraint theory; Distortion measurement; Extraterrestrial measurements; Information systems; Lagrangian functions; Mutual information; Quantization; Source coding; Space stations;
Journal_Title :
Information Theory, IEEE Transactions on