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
Link To Document :
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