DocumentCode
797821
Title
On calculating Sakrison´s rate distortion function for classes of parameterized sources
Author
Wolfe, Laurence B.
Author_Institution
Acquisition Reviews Branch, US Government (GSA), Washington, DC, USA
Volume
41
Issue
4
fYear
1995
fDate
7/1/1995 12:00:00 AM
Firstpage
1160
Lastpage
1163
Abstract
Sakrison extended Shannon´s notion of the rate distortion function to parameterized classes of sources by taking a minimax approach and defining a measure of the minimum rate required for information reconstruction subject to a prescribed fidelity level D. Unfortunately, calculation of Sakrison´s rate distortion function may be very difficult because analytic solutions do not generally exist and there has been a lack of a constructive method for finding the rate. However, an approach presented in this correspondence may be used to calculate an approximation to Sakrison´s rate distortion function for classes of sources with a finite, discrete input space and a continuous parameter space. The approach gives rise to an algorithm which is shown to be convergent and numerical examples are studied
Keywords
entropy; minimax techniques; rate distortion theory; Sakrison´s rate distortion function; algorithm; analytic solutions; continuous parameter space; fidelity level; information reconstruction; minimax approach; numerical examples; parameterized sources; Distortion measurement; Entropy; Extraterrestrial measurements; Government; Information analysis; Minimax techniques; Q measurement; Rate-distortion;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/18.391262
Filename
391262
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