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Stochastic gradient boosting frequency-severity model of insurance claims

The standard GLM and GAM frequency-severity models assume independence between the claim frequency and severity. To overcome restrictions of linear or additive forms and to relax the independence assumption, we develop a data-driven dependent frequency-severity model, where we combine a stochastic g...

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Detalles Bibliográficos
Autores principales: Su, Xiaoshan, Bai, Manying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7458339/
https://www.ncbi.nlm.nih.gov/pubmed/32866182
http://dx.doi.org/10.1371/journal.pone.0238000

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