The Poisson-exponential lifetime distribution
In this paper we proposed a new two-parameters lifetime distribution with increasing failure rate. The new distribution arises on a latent complementary risk problem base. The properties of the proposed distribution are discussed, including a formal proof of its probability density function and explicit algebraic formulae for its reliability and failure rate functions, quantiles and moments, including the mean and variance. A simple EM-type algorithm for iteratively computing maximum likelihood estimates is presented. The Fisher information matrix is derived analytically in order to obtaining the asymptotic covariance matrix. The methodology is illustrated on a real data set.
Year of publication: |
2011
|
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Authors: | Cancho, Vicente G. ; Louzada-Neto, Franscisco ; Barriga, Gladys D.C. |
Published in: |
Computational Statistics & Data Analysis. - Elsevier, ISSN 0167-9473. - Vol. 55.2011, 1, p. 677-686
|
Publisher: |
Elsevier |
Keywords: | Complementary risks EM algorithm Exponential distribution Poisson distribution Survival analysis |
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