DocumentCode :
921104
Title :
Tree encoding for symmetric sources with a distortion measure
Author :
Gallager, Robert G.
Volume :
20
Issue :
1
fYear :
1974
fDate :
1/1/1974 12:00:00 AM
Firstpage :
65
Lastpage :
76
Abstract :
A simple algorithm is developed for mapping the outputs of a source into the set of code sequences generated by a tree code. The algorithm is analyzed for a special case in which the source produces discrete independent equiprobable letters, and the distortion measure satisfies a symmetry condition. Letting R be the code rate and D^{\\ast } be the minimum average distortion for that rate as given by Shannon\´s rate-distortion theorem, we show that the algorithm is capable of achieving average distortion as close to D^{\\ast } as desired. Furthermore an upper bound is developed on the average amount of computation for the algorithm. Asymptotically as the average distortion < d> approaches the theoretical limit D^{\\ast } , the bound on average computation has the form \\exp [a/ \\sqrt {< d> - D^{\\ast } }] for some constant a .
Keywords :
Rate-distortion theory; Tree codes; Algorithm design and analysis; Constraint theory; Data compression; Decoding; Distortion measurement; Encoding; Rate distortion theory; Rate-distortion; Speech analysis; Upper bound;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1974.1055166
Filename :
1055166
Link To Document :
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