DocumentCode :
754521
Title :
Probability of error for the fixed-length lossy coding of general sources
Author :
Iriyama, Kiminori
Volume :
51
Issue :
4
fYear :
2005
fDate :
4/1/2005 12:00:00 AM
Firstpage :
1498
Lastpage :
1507
Abstract :
In this correspondence, we are interested in the error exponent of fixed-length lossy source coding, where the sources are general sources, in the sense of Han and Verduacute, including all nonstationary and/or nonergodic sources. The aim of the correspondence is to establish a unified formula for the minimum (D, r)-achievable rate which is the minimum achievable coding rate under asymptotic constraints of the form epsivn(D) ~ e-nr (n rarr infin), where r is the prescribed error exponent, epsivn(D) is the probability of the distortion exceeding a level D, and n is the code-length. For the stationary memoryless source with finite alphabet, Marton (1974) obtained a formula for the reliability function which is expressed in terms of the minimum (D,r)- achievable rate. Recently, Ihara and Kubo proved that the Marton´s formula remains true for the stationary memoryless Gaussian source under a mean-squared fidelity criterion. In this correspondence, it is shown that a formula similar to Marton´s formula holds for the general sources. The error exponent of correct decoding is also investigated and a formula for the minimum achievable rate of correct decoding in lossy coding is established
Keywords :
constraint theory; encoding; error statistics; mean square error methods; rate distortion theory; Marton formula; achievable coding rate; asymptotic constraint; error exponent; error probability; finite alphabet; fixed-length lossy coding; mean-squared fidelity criterion; nonstationary-nonergodic source; rate-distortion theory; reliability function; stationary memoryless source; Decoding; Entropy; Error correction; Information theory; Rate-distortion; Reliability theory; Source coding; Continuous alphabet; error exponent; fixed-length source coding; general source; information spectrum; large-deviation; rate-distortion theory; reliability function;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.2004.842777
Filename :
1412042
Link To Document :
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