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Bayesian Hierarchical Model×बोनस-मालस प्रणाली (Bonus-Malus System)×
क्षेत्रबायेसियनबीमांकिक विज्ञान
परिवारBayesian methodsRegression model
उद्भव वर्ष20061995
प्रवर्तकGelman & Hill (2006); Bayesian multilevel traditionJean Lemaire
प्रकारhierarchical probabilistic modelActuarial experience-rating model
मौलिक स्रोतGelman, 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
उपनामmultilevel Bayes, Bayesian multilevel model, Bayesian HLM, partial pooling modelNo-Claim Discount System, Merit Rating System, Experience Rating in Automobile Insurance, Prim-Ceza Sistemi
संबंधित42
सारांशBayesian 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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