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The robustness of the quasilikelihood estimator
Authors:Y Lee  John A Nelder
Abstract:The quasilikelihood estimator is widely used in data analysis where a likelihood is not available. We illustrate that with a given variance function it is not only conservative, in minimizing a maximum risk, but also robust against a possible misspecification of either the likelihood or cumulants of the model. In examples it is compared with estimators based on maximum likelihood and quadratic estimating functions.
Keywords:Generalized linear model  quasilikelihood  maximum likelihood  quadratic estimating functions  robustness
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