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Joint modelling of the total amount and the number of claims by conditionals

José María Sarabia () and Montserrat Guillen

Insurance: Mathematics and Economics, 2008, vol. 43, issue 3, 466-473

Abstract: In the risk theory context, let us consider the classical collective model. The aim of this paper is to obtain a flexible bivariate joint distribution for modelling the couple (S,N), where N is a count variable and S=X1+...+XN is the total claim amount. A generalization of the classical hierarchical model, where now we assume that the conditional distributions of SN and NS belong to some prescribed parametric families, is presented. A basic theorem of compatibility in conditional distributions of the type S given N and N given S is stated. Using a known theorem for exponential families and results from functional equations new models are obtained. We describe in detail the extension of two classical collective models, which now we call Poisson-Gamma and the Poisson-Binomial conditionals models. Other conditionals models are proposed, including the Poisson-Lognormal conditionals distribution, the Geometric-Gamma conditionals model and a model with inverse Gaussian conditionals. Further developments of collective risk modelling are given.

Keywords: Classical; collective; model; Hierarchical; model; Conditionally; specified; distributions; Tweedie's; distribution (search for similar items in EconPapers)
Date: 2008
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Citations: View citations in EconPapers (6)

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Insurance: Mathematics and Economics is currently edited by R. Kaas, Hansjoerg Albrecher, M. J. Goovaerts and E. S. W. Shiu

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