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Novel Simple Representations for Gaussian Class Multivariate Distributions With Generalized Correlation.

Authors :
Beaulieu, Norman C.
Hemachandra, Kasun T.
Source :
IEEE Transactions on Information Theory. Dec2011, Vol. 57 Issue 12, p8072-8083. 12p.
Publication Year :
2011

Abstract

Novel single-integral representations for the multivariate probability density functions and cumulative distribution functions of Gaussian class distributions (Rayleigh, Rician, Weibull, Nakagami-m, and generalized Rician) are derived. The solutions are expressed in terms of well-known functions which are available in common mathematical software. The marginal random variables are not necessarily identically distributed as is the case for some past solutions. A generalized correlation structure based on a special linear transformation of independent Gaussian random variables is used in this study. The advantage of the new representation is that only a single-integral computation is needed to compute an N-dimensional distribution. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00189448
Volume :
57
Issue :
12
Database :
Academic Search Index
Journal :
IEEE Transactions on Information Theory
Publication Type :
Academic Journal
Accession number :
67759754
Full Text :
https://doi.org/10.1109/TIT.2011.2170133