DocumentCode
1343329
Title
Exact recovery of higher order moments
Author
Cheded, L.
Author_Institution
Dept. of Syst. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
Volume
44
Issue
2
fYear
1998
fDate
3/1/1998 12:00:00 AM
Firstpage
851
Lastpage
858
Abstract
This correspondence addresses the problem of exact recovery of higher order moments of unquantized signals from those of their quantized counterparts, in the context of nonsubtractive dithered quantization. It introduces a new statistical characterization of the dithered quantizer in the form of a pth-order moment-sense input/ouput function hp (x). A class of signals for which the solution to the exact moment recovery problem is guaranteed is defined, and some of its key properties are stated and proved. Two approaches to this problem are discussed and the practical gains accruing from the 1-bit implementation of the second approach are highlighted. Finally, a fruitful extension of this work to the exact recovery of cumulants is briefly pointed out
Keywords
higher order statistics; quantisation (signal); signal reconstruction; 1-bit implementation; cumulants; exact recovery; higher order moments; moment recovery problem; nonsubtractive dithered quantization; pth-order moment-sense input/ouput function; statistical characterization; unquantized signals; Additive noise; Higher order statistics; Minerals; Multidimensional systems; Petroleum; Probability density function; Quantization; Signal processing; Signal to noise ratio; Systems engineering and theory;
fLanguage
English
Journal_Title
Information Theory, IEEE Transactions on
Publisher
ieee
ISSN
0018-9448
Type
jour
DOI
10.1109/18.661534
Filename
661534
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