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Signed likelihood ratio tests in the Birnbaum-Saunders regression model
Authors:Artur J LemonteSilvia LP Ferrari
Institution:Departamento de Estatística, Universidade de São Paulo, Rua do Matão, 1010, São Paulo/SP 05508-090, Brazil
Abstract:The Birnbaum-Saunders regression model is becoming increasingly popular in lifetime analyses and reliability studies. In this model, the signed likelihood ratio statistic provides the basis for testing inference and construction of confidence limits for a single parameter of interest. We focus on the small sample case, where the standard normal distribution gives a poor approximation to the true distribution of the statistic. We derive three adjusted signed likelihood ratio statistics that lead to very accurate inference even for very small samples. Two empirical applications are presented.
Keywords:Birnbaum-Saunders distribution  Fatigue life distribution  Lifetime data  Maximum likelihood estimation  Monte Carlo simulations  Signed likelihood ratio test  Small sample asymptotics
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