Approximation to Distribution of Product of Random Variables Using Orthogonal Polynomials for Lognormal Density

被引:9
作者
Zheng, Zhong [1 ]
Wei, Lu [1 ]
Hamalainen, Jyri [1 ]
Tirkkonen, Olav [1 ]
机构
[1] Aalto Univ, Dept Commun & Networking, Aalto 00076, Finland
基金
芬兰科学院;
关键词
Product of random variables; central limit theorem; lognormal distribution; orthogonal polynomials; Nakagami-m;
D O I
10.1109/LCOMM.2012.101712.122141
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
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.
引用
收藏
页码:2028 / 2031
页数:4
相关论文
共 14 条
[1]   Novel Simple Representations for Gaussian Class Multivariate Distributions With Generalized Correlation [J].
Beaulieu, Norman C. ;
Hemachandra, Kasun T. .
IEEE TRANSACTIONS ON INFORMATION THEORY, 2011, 57 (12) :8072-8083
[2]   DISTRIBUTION OF PRODUCTS, QUOTIENTS AND POWERS OF INDEPENDENT H-FUNCTION VARIATES [J].
CARTER, BD ;
SPRINGER, MD .
SIAM JOURNAL ON APPLIED MATHEMATICS, 1977, 33 (04) :542-558
[3]   Error Analysis of Free Probability Approximations to the Density of States of Disordered Systems [J].
Chen, Jiahao ;
Hontz, Eric ;
Moix, Jeremy ;
Welborn, Matthew ;
Van Voorhisk, Troy ;
Suarez, Alberto ;
Movassagh, Ramis ;
Edelman, Alan .
PHYSICAL REVIEW LETTERS, 2012, 109 (03)
[4]   Novel Approximations to the Statistics of Products of Independent Random Variables and Their Applications in Wireless Communications [J].
Chen, Yunfei ;
Karagiannidis, George K. ;
Lu, Hao ;
Cao, Ning .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2012, 61 (02) :443-454
[5]   Keyholes, correlations, and capacities of multielement transmit and receive antennas [J].
Chizhik, D ;
Foschini, GJ ;
Gans, MJ ;
Valenzuela, RA .
IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2002, 1 (02) :361-368
[6]   N*Nakagami: A novel stochastic model for cascaded fading channels [J].
Karagiannidis, George K. ;
Sagias, Nikos C. ;
Mathiopoulos, P. Takis .
IEEE TRANSACTIONS ON COMMUNICATIONS, 2007, 55 (08) :1453-1458
[7]   Accurate Approximation to the PDF of the Product of Independent Rayleigh Random Variables [J].
Lu, Hao ;
Chen, Yunfei ;
Cao, Ning .
IEEE ANTENNAS AND WIRELESS PROPAGATION LETTERS, 2011, 10 :1019-1022
[8]  
Nakagami M., 1957, RADIO WAVE PROPAGATI, V36, P304
[9]   On the inversion of certain moment matrices [J].
Provost, Serge B. ;
Ha, Hyung-Tae .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2009, 430 (10) :2650-2658
[10]  
Sim C.H., 1993, J STAT COMPUT SIM, V47, P1