DocumentCode :
923943
Title :
Process definitions of distortion-rate functions and source coding theorems
Author :
Gray, Robert M. ; Neuhoff, David L. ; Omura, Jim R.
Volume :
21
Issue :
5
fYear :
1975
fDate :
9/1/1975 12:00:00 AM
Firstpage :
524
Lastpage :
532
Abstract :
The standard definition of the distortion-rate function involves a limit of information-tbeoretic minimizations over distributions of random vectors. Several alternative definitions, each involving a single minimization over random processes, are presented here and verified. These definitions parallel Khinchine´s process definition of channel capacity, provide a new interpretation of block and nonblock source coding (with a fidelity criterion) theorems in terms of optimal stochastic codes, and provide a comparison between the optimal performance theoretically attainable (OPTA) using block and nonblock source codes. Coupling the process definitions with recently developed bounding techniques provides a new and simple proof of the block source coding theorem for ergodic sources.
Keywords :
Rate-distortion theory; Channel capacity; Constraint theory; Control engineering; Control engineering computing; Distortion measurement; Entropy; Military computing; Random processes; Source coding; Stochastic processes;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1975.1055440
Filename :
1055440
Link To Document :
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