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A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR

Year 2004, Volume: 17 Issue: 1, 37 - 47, 11.08.2010

Abstract

An explicit procedure for generating multivariate normal random vector is presented. Using a lower triangular matrix L decomposed from the convariance matrix Σ by the CHOLESKY method, the algorithm of the generator consists of the transformation of a p-dimensional Standard normal variate z, elements of which are obtained by the Box-Muller procedure, into a p-dimensional normal random sample x=Lz+Σm from the distribution X~N(m,Σ). The efficiency of the proposed procedure is exhibited by a Monte Carlo test of the algorithm which showed that the generator is highly reliable

Key Words: Multivariate random vector generation, Cholesky, decomposition, Monte Carlo simulation

Year 2004, Volume: 17 Issue: 1, 37 - 47, 11.08.2010

Abstract

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Details

Primary Language English
Journal Section Statistics
Authors

Mustafa Y Ata This is me

Publication Date August 11, 2010
Published in Issue Year 2004 Volume: 17 Issue: 1

Cite

APA Ata, M. Y. (2010). A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR. Gazi University Journal of Science, 17(1), 37-47.
AMA Ata MY. A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR. Gazi University Journal of Science. August 2010;17(1):37-47.
Chicago Ata, Mustafa Y. “A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR”. Gazi University Journal of Science 17, no. 1 (August 2010): 37-47.
EndNote Ata MY (August 1, 2010) A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR. Gazi University Journal of Science 17 1 37–47.
IEEE M. Y. Ata, “A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR”, Gazi University Journal of Science, vol. 17, no. 1, pp. 37–47, 2010.
ISNAD Ata, Mustafa Y. “A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR”. Gazi University Journal of Science 17/1 (August 2010), 37-47.
JAMA Ata MY. A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR. Gazi University Journal of Science. 2010;17:37–47.
MLA Ata, Mustafa Y. “A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR”. Gazi University Journal of Science, vol. 17, no. 1, 2010, pp. 37-47.
Vancouver Ata MY. A MULTIVARIATE NORMAL RANDOM VECTOR GENERATOR. Gazi University Journal of Science. 2010;17(1):37-4.