DocumentCode
892997
Title
New results on optimal entropy-constrained quantization
Author
Kieffer, John C. ; Jahns, Teresa M. ; Obuljen, Viktor A.
Author_Institution
Dept. of Electr. Eng., Minnesota Univ., Minneapolis, MN, USA
Volume
34
Issue
5
fYear
1988
fDate
9/1/1988 12:00:00 AM
Firstpage
1250
Lastpage
1258
Abstract
Given h >0, the problem is considered of finding an N -level quantizer Q which is optimal in the sense of encoding a given continuously distributed random variable X with minimum expected squared error, subject to the constraint H (Q (X ))⩽h on the entropy H (Q (X )) of the quantizer output Q (X ). Results are given on the existence and uniqueness of optimal entropy-constrained quantizers. An efficient algorithm is given that starts with an initial quantizer and generates a sequence of quantizers that converges to an optimal entropy-constrained quantizer for a wide class of distributions of X
Keywords
data compression; encoding; errors; data compression; efficient algorithm; encoding; optimal entropy constrained quantisation; quantisers; squared error; Encoding; Entropy; Helium; Mathematics; Quantization; Random variables;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/18.21252
Filename
21252
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