Coxian approximations of matrix-exponential distributions
In this paper, we study the approximation of matrix-exponential distributions by Coxian distributions. Based on the spectral polynomial algorithm, we develop an algorithm for computing Coxian representations of Coxian distributions that are approximations of matrix-exponential distributions. As a sp...
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Published in | Calcolo Vol. 44; no. 4; pp. 235 - 264 |
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Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Milano
Springer Nature B.V
01.12.2007
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Subjects | |
Online Access | Get full text |
ISSN | 0008-0624 1126-5434 |
DOI | 10.1007/s10092-007-0139-7 |
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Summary: | In this paper, we study the approximation of matrix-exponential distributions by Coxian distributions. Based on the spectral polynomial algorithm, we develop an algorithm for computing Coxian representations of Coxian distributions that are approximations of matrix-exponential distributions. As a specialization, we show that phase-type (PH) distributions can be approximated by Coxian distributions. We also show that any phase-type generator with only real eigenvalues is PH-majorized by ordered Coxian generators. Consequently, the algorithm is modified for computing ordered Coxian representations of any phase-type distribution whose Laplace-Stieltjes transform has only real poles. Numerical examples are presented to show the efficiency of the algorithm and the accuracy of the Coxian approximations. Keywords: Matrix-exponential distribution, Coxian distribution, phase-type distribution, matrix analytic methods, Perron-Frobenius theory Mathematics subject classification (2000): Primary 60A99, Secondary 15A18 [PUBLICATION ABSTRACT] |
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Bibliography: | SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 ObjectType-Article-2 content type line 23 |
ISSN: | 0008-0624 1126-5434 |
DOI: | 10.1007/s10092-007-0139-7 |