DocumentCode
1436144
Title
On initialization of Max´s algorithm for optimum quantization
Author
Wu, Xiaolin
Author_Institution
Dept. of Comput. Sci., Univ. of Western Ontario, London, Ont., Canada
Volume
38
Issue
10
fYear
1990
fDate
10/1/1990 12:00:00 AM
Firstpage
1653
Lastpage
1656
Abstract
Two methods for initializing J. Max´s (1960) iterative algorithm for optimum quantization for a rapid convergence of the algorithm are derived and tested. The methods, which are based on making an intelligent guess of the starting point, perform considerably better than the existing methods for a wide class of reasonably well-behaved unimodal density functions, while the amount of computations involved is negligible compared with what is involved in a single iteration of Max´s algorithm. An interesting relationship between optimum quantizers of different levels is revealed in the derivation of these methods. This relationship could also be useful for scalar quantizer design
Keywords
analogue-digital conversion; convergence of numerical methods; iterative methods; ADC; Max´s algorithm; convergence; initialization; iterative algorithm; optimum quantization; Communications Society; Computer science; Convergence; Density functional theory; Distortion measurement; Image coding; Iterative algorithms; Iterative methods; Quantization; Speech coding;
fLanguage
English
Journal_Title
Communications, IEEE Transactions on
Publisher
ieee
ISSN
0090-6778
Type
jour
DOI
10.1109/26.61431
Filename
61431
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