DocumentCode :
1325125
Title :
Approximation to Distribution of Product of Random Variables Using Orthogonal Polynomials for Lognormal Density
Author :
Zheng, Zhong ; Wei, Lu ; Hämäläinen, Jyri ; Tirkkonen, Olav
Author_Institution :
Dept. of Commun. & Networking, Aalto Univ., Aalto, Finland
Volume :
16
Issue :
12
fYear :
2012
fDate :
12/1/2012 12:00:00 AM
Firstpage :
2028
Lastpage :
2031
Abstract :
We derive a closed-form expression for the orthogonal polynomials associated with the general lognormal density. The result can be utilized to construct easily computable approximations for probability density function of a product of random variables, when the considered variates are either independent or correlated. As an example, we have calculated the approximative distribution for the product of Nakagami-m variables. Simulations indicate that accuracy of the proposed approximation is good with small cross-correlations under light fading condition.
Keywords :
Nakagami channels; approximation theory; polynomials; probability; random processes; Nakagami-m variables; approximative distribution; central limit theorem; closed form expression; general lognormal density; light fading condition; orthogonal polynomials; probability density function; random variables; Accuracy; Approximation methods; Correlation; Fading; Polynomials; Random variables; Wireless communication; Nakagami-m; Product of random variables; central limit theorem; lognormal distribution; orthogonal polynomials;
fLanguage :
English
Journal_Title :
Communications Letters, IEEE
Publisher :
ieee
ISSN :
1089-7798
Type :
jour
DOI :
10.1109/LCOMM.2012.101712.122141
Filename :
6336858
Link To Document :
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