Title :
Exact recovery of higher order moments
Author_Institution :
Dept. of Syst. Eng., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
fDate :
3/1/1998 12:00:00 AM
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;
Journal_Title :
Information Theory, IEEE Transactions on