DocumentCode :
913994
Title :
Information rates of autoregressive processes
Author :
Gray, Robert M.
Volume :
16
Issue :
4
fYear :
1970
fDate :
7/1/1970 12:00:00 AM
Firstpage :
412
Lastpage :
421
Abstract :
The rate distortion function R(D) is calculated for two time-discrete autoregressive sources--the time-discrete Gaussian autoregressive source with a mean-square-error fidelity criterion and the binary-symmetric first-order Markov source with an average probability-of-error per bit fidelity criterion. In both cases it is shown that R(D) is bounded below by the rate distortion function of the independent-letter identically distributed sequence that generates the autoregressive source. This lower bound is shown to hold with equality for a nonzero region of small average distortion. The positive coding theorem is proved for the possibly nonstationary Gaussian autoregressive source with a constraint on the parameters. Finally, it is shown that the rate distortion function of any time-discrete autoregressive source with a difference distortion measure can be bounded below by the rate distortion function of the independent-letter identically distributed generating sequence with the same distortion measure.
Keywords :
Autoregressive processes; Rate-distortion theory; Autoregressive processes; Codes; Constraint theory; Contracts; Distortion measurement; Helium; Information rates; Random processes; Rate distortion theory; Rate-distortion;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1970.1054470
Filename :
1054470
Link To Document :
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