DocumentCode :
932095
Title :
Some properties of uniform step size quantizers (Corresp.)
Author :
Bucklew, James A. ; Gallagher, Neal C.
Volume :
26
Issue :
5
fYear :
1980
fDate :
9/1/1980 12:00:00 AM
Firstpage :
610
Lastpage :
613
Abstract :
Some properties of the optimal mean-square error uniform quantizer are treated. It is shown that the mean-square error (mse) is given by the input variance minus the output variance. Furthermore \\lim_{N \\rightarrow \\infty }mse/(\\Delta ^{2}/12) \\geq 1 , where N is the number of output levels and \\Delta (a function of M ) is the step size of the uniform quantizer, with equality when the support of the random variable is contained in a finite interval. A class of probability densities is given for which the above limit is greater than one. It is shown that \\lim_{N \\rightarrow \\infty }N^{2} \\cdot mse =(b-a)^{2}/12 , where (b-a) is the measure of the smallest interval that contains the support of the input random variable.
Keywords :
Quantization (signal); Signal quantization; Communication system control; Control systems; Entropy; Minimax techniques; Quantization; Random variables; Sufficient conditions;
fLanguage :
English
Journal_Title :
Information Theory, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9448
Type :
jour
DOI :
10.1109/TIT.1980.1056239
Filename :
1056239
Link To Document :
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