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A linear algebraic approach for the computation of sums of Erlang random variables
- Source :
- Applied Mathematical Modelling, Applied Mathematical Modelling, Elsevier, 2015, 39, pp.4971-4977. ⟨10.1016/j.apm.2015.04.013⟩
- Publication Year :
- 2015
- Publisher :
- Elsevier BV, 2015.
-
Abstract
- International audience; We propose a matrix analysis approach to analytically provide the cumulative distribution function of the sum of independent Erlang random variables. This reduces to the characterization of the exponential of the involved generator matrix. We propose a particular basis of vectors in which we write the generator matrix. We find, in the new basis, a Jordan–Chevalley decomposition allowing to simplify the calculation of the exponential of the generator matrix. This is a simpler alternative approach to the existing ones in the literature.
- Subjects :
- [SPI.OTHER]Engineering Sciences [physics]/Other
Discrete mathematics
Applied Mathematics
Cumulative distribution function
Erlang distribution
Convolution random number generator
Hypoexponential distribution
Modeling and Simulation
Applied mathematics
Generator matrix
Multivariate t-distribution
Matrix analysis
Random variable
Mathematics
Subjects
Details
- ISSN :
- 0307904X
- Volume :
- 39
- Database :
- OpenAIRE
- Journal :
- Applied Mathematical Modelling
- Accession number :
- edsair.doi.dedup.....630bd6d197ac7081cfb26f04e842d88e
- Full Text :
- https://doi.org/10.1016/j.apm.2015.04.013