Astin Bulletin · 1997 · 79 citations · 20 references
BusinessInsuranceActuarial ScienceDecision TheoryEconometricsCredibility AssessmentCredibility TheoryGeneralized Linear ModelsHierarchical ModelingModel Fit AssessmentRisk TheoryActuarial Credibility TheoryGeneralized Linear Credibility ModelsHierarchical Credibility ModelsHierarchical Generalized Linear ModelsLinear Credibility TheoryMultilevel Credibility Models
Abstract This paper shows how credibility theory can be encompassed within the theory of Hierarchical Generalized Linear Models. It is shown that credibility estimates are obtained by including random effects in the model. The framework of Hierarchical Generalized Linear Models allows a more extensive range of models to be used than straightforward credibility theory. The model fitting and testing procedures can be carried out using a standard statistical package. Thus, the paper contributes a further range of models which may be useful in a wide range of actuarial applications, including premium rating and claims reserving.
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Estimation in generalized linear models with random effects
Robert Schall · Biometrika · 1991 · 1.1K citations