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Bayesian analysis of the inverse generalized gamma distribution using objective priors.

Authors :
Ramos, Pedro L.
Mota, Alex L.
Ferreira, Paulo H.
Ramos, Eduardo
Tomazella, Vera L. D.
Louzada, Francisco
Source :
Journal of Statistical Computation & Simulation; Feb2021, Vol. 91 Issue 4, p786-816, 31p
Publication Year :
2021

Abstract

The inverse generalized gamma (IGG) distribution can be particularly useful for modelling reliability (survival) data with an upside-down bathtub hazard rate function. The mathematical properties and estimation methods are not known in the literature. In this paper, we provide Bayesian inferences for the IGG distribution parameters using non-informative priors, namely, the Jeffreys prior and the reference prior. Extensive numerical simulations are conducted to investigate the performance of the proposed estimation method when compared with the classical inference. Finally, the potentiality of the IGG model is analysed by employing real environmental data. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00949655
Volume :
91
Issue :
4
Database :
Complementary Index
Journal :
Journal of Statistical Computation & Simulation
Publication Type :
Academic Journal
Accession number :
148883002
Full Text :
https://doi.org/10.1080/00949655.2020.1830991