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Performance of a bartlett-type modification for the deviance
Abstract:Cordeiro (1983) has derived the expected value of the deviance for generalized linear models correct to terms of order n -1 being the sample size. Then a Bartlett-type factor is available for correcting the first moment of the deviance and for fitting its distribution. If the model is correct, the deviance is not, in general, distributed as chi-squared even asymptotically and very little is known about the adequacy of the X 2 approximation. This paper through simulation studies examines the behaviour of the deviance and a Bartlett adjusted deviance for testing the goodness-of-fit of a generalized linear model. The practical use of such adjustment is illustrated for some gamma and Poisson models. It is suggested that the null distribution of the adjusted deviance is better approximated by chi-square than the distribution of the deviance.
Keywords:Bartlett correction  Chi-squared distribution  Deviance  Gamma model  Generalized linear models  Likelihood ratio statistics  Log-linear model  Maximum likelihood
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