DocumentCode :
1407515
Title :
Generation of Pseudorandom Numbers with Specified Univariate Distributions and Correlation Coefficients
Author :
Li, Shing Ted ; Hammond, Joseph L.
Author_Institution :
Navy Electronics Laboratories, San Diego, Calif.
Issue :
5
fYear :
1975
Firstpage :
557
Lastpage :
561
Abstract :
This correspondence presents a procedure for generating correlated random variables with specified non-Gaussian probability distribution functions (pdf´s) such as might be required for Monte Carlo simulation studies. Specifically, a method is presented for generating an arbitrary number of pseudorandom numbers each with a prescribed probability distribution and with a prescribed correlation coefficient matrix for the collection of random numbers. Collections of typical numbers generated with the method are evaluated with chi-squared tests for the distribution functions and with confidence intervals for the correlation coefficients derived from maximum likelihood estimates. In all cases tested the generated numbers passed the tests.
Keywords :
Density functional theory; Distribution functions; Gaussian distribution; Laboratories; Monte Carlo methods; Nonlinear equations; Probability density function; Random number generation; Random variables; Terminology;
fLanguage :
English
Journal_Title :
Systems, Man and Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9472
Type :
jour
DOI :
10.1109/TSMC.1975.5408380
Filename :
5408380
Link To Document :
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