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Using the sum-of-uniforms method to generate correlated random variates with certain marginal distribution
- Source :
- European Journal of Operational Research. 167:226-242
- Publication Year :
- 2005
- Publisher :
- Elsevier BV, 2005.
-
Abstract
- This paper extends the sum-of-uniforms method to generate correlated random variables with certain marginal distributions. We first use the transformation method to derive the joint probability density function of the correlated uniform random variables. We also demonstrate that the sum-of-uniforms method can be extended to generate correlated random variables with certain marginal distributions including uniform, exponential, Erlang, Bernoulli, binomial, geometric, and negative binomial. Finally, this paper presents the exact correlation coefficients of such correlated random variables.
- Subjects :
- Information Systems and Management
General Computer Science
Multivariate random variable
Management Science and Operations Research
Algebra of random variables
Industrial and Manufacturing Engineering
Convolution random number generator
Random variate
Probability theory
Joint probability distribution
Modeling and Simulation
Statistics
Sum of normally distributed random variables
Marginal distribution
Mathematics
Subjects
Details
- ISSN :
- 03772217
- Volume :
- 167
- Database :
- OpenAIRE
- Journal :
- European Journal of Operational Research
- Accession number :
- edsair.doi...........3e97c8b079cbed603d75f654f1af2043
- Full Text :
- https://doi.org/10.1016/j.ejor.2003.12.027