DocumentCode :
1502104
Title :
On the redundancy of lossy source coding with abstract alphabets
Author :
Yang, En-Hui ; Zhang, Zhen
Author_Institution :
Dept. of Electr. & Comput. Eng., Waterloo Univ., Ont., Canada
Volume :
45
Issue :
4
fYear :
1999
fDate :
5/1/1999 12:00:00 AM
Firstpage :
1092
Lastpage :
1110
Abstract :
The redundancy problem of lossy source coding with abstract source and reproduction alphabets is considered. For coding at a fixed rate level, it is shown that for any fixed rate R>0 and any memoryless abstract alphabet source P satisfying some mild conditions, there exists a sequence {Cn}n=1 of block codes at the rate R such that the distortion redundancy of Cn (defined as the difference between the performance of Cn and the distortion rate function d(P, R) of P) is upper-bounded by |(∂d(P,R))/(∂R)| ln n/2n+o(ln n/n). For coding at a fixed distortion level, it is demonstrated that for any d>0 and any memoryless abstract alphabet source P satisfying some mild conditions, there exists a sequence {Cn}n=1 of block codes at the fixed distortion d such that the rate redundancy of Cn (defined as the difference between the performance of C n and the rate distortion function R(P,d) of P) is upper-bounded by (7ln n)/(6n)+o(ln n/n). These results strengthen the traditional Berger´s (1968, 1971) abstract alphabet source coding theorem, and extend the positive redundancy results of Zhang, Yang, and Wei (see ibid., vol.43, no.1, p.71-91, 1997, and ibid., vol.42, p.803-21, 1996) on lossy source coding with finite alphabets and the redundancy result of Wyner (see ibid., vol.43, p.1452-64, 1997) on block coding of memoryless Gaussian sources
Keywords :
Gaussian processes; block codes; memoryless systems; rate distortion theory; source coding; abstract source; block codes; code rate; distortion rate function; distortion redundancy; fixed distortion level; fixed rate coding; lossy source coding; memoryless Gaussian sources; memoryless abstract alphabet source; rate distortion function; rate redundancy; reproduction alphabets; upper bound; Block codes; Councils; Data compression; Information theory; Performance loss; Rate distortion theory; Rate-distortion; Source coding;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/18.761253
Filename :
761253
Link To Document :
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