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Monotonicity of step sizes of MSE-Optimal symmetric uniform scalar quantizers
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Publication Year
2019-03-01
Publisher
Institute of Electrical and Electronics Engineers Inc.
Citation
IEEE Transactions on Information Theory, Vol.65, pp.1782-1792
Keyword
generalized gamma densitiesMonotonicityMSE distortionoptimal step sizesymmetric uniform quantization
Mesh Keyword
Generalized GammaIndexesMonotonicityOptimal step sizeUniform quantization
All Science Classification Codes (ASJC)
Information SystemsComputer Science ApplicationsLibrary and Information Sciences
Abstract
For generalized gamma probability densities, this paper studies the monotonicity of step sizes of optimal symmetric uniform scalar quantizers with respect to mean squared-error distortion. The principal results are that for the special cases of Gaussian, Laplacian, two-sided Rayleigh, and gamma densities, optimal step size monotonically decreases when the number of levels N increases by two, and that for any generalized gamma density and all sufficiently large N, optimal step size again decreases when N increases by two. Also, it is shown that for a Laplacian density and sufficiently large N, optimal step size decreases when N increases by just one.
ISSN
0018-9448
Language
eng
URI
https://dspace.ajou.ac.kr/dev/handle/2018.oak/30346
DOI
https://doi.org/10.1109/tit.2018.2867182
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Article
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Na, Sangsin나상신
Department of Electrical and Computer Engineering
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