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Bayesian Hierarchical Model×Bonus-Malus Süsteem×
ValdkondBayesi meetodidKindlustusmatemaatika
PerekondBayesian methodsRegression model
Tekkeaasta20061995
LoojaGelman & Hill (2006); Bayesian multilevel traditionJean Lemaire
Tüüphierarchical probabilistic modelActuarial experience-rating model
AlgallikasGelman, A. & Hill, J. (2006). Data Analysis Using Regression and Multilevel/Hierarchical Models. Cambridge University Press. DOI ↗Lemaire, J. (1995). Bonus-Malus Systems in Automobile Insurance. Kluwer Academic Publishers. ISBN: 978-0-7923-9545-5
Rööpnimetusedmultilevel Bayes, Bayesian multilevel model, Bayesian HLM, partial pooling modelNo-Claim Discount System, Merit Rating System, Experience Rating in Automobile Insurance, Prim-Ceza Sistemi
Seotud42
KokkuvõteBayesian hierarchical modelling, popularised by Gelman and Hill (2006), is a Bayesian approach to nested data structures — such as students within schools within districts — that estimates separate parameters at each level while allowing those levels to share statistical strength through a mechanism called partial pooling. Where a classical hierarchical linear model treats group means as fixed unknown quantities, the Bayesian version places hyperprior distributions on those group means so that information flows freely across levels, producing more reliable group-level estimates whenever any individual group has few observations.A Bonus-Malus System (BMS) is an actuarial experience-rating mechanism used primarily in automobile insurance to adjust individual policyholders' premiums based on their personal claim history. Policyholders who remain claim-free receive premium discounts (bonus), while those who file claims are penalised with surcharges (malus). The framework was comprehensively formalised and analysed by Jean Lemaire in his landmark 1995 monograph, which remains the definitive reference for the design and evaluation of such systems worldwide.
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ScholarGateVõrdle meetodeid: Bayesian Hierarchical Model · Bonus-Malus System. Loetud 2026-06-19 aadressilt https://scholargate.app/et/compare