Wishart-gamma random effects models with applications to nonlife insurance

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<title>Wishart-gamma random effects models with applications to nonlife insurance</title>
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<namePart>Denuit, Michel</namePart>
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<namePart>Lu, Yang</namePart>
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<abstract displayLabel="Summary">Random effects are particularly useful in insurance studies, to capture residual heterogeneity or to induce cross-sectional and/or serial dependence, opening hence the door to many applications including experience rating and microreserving. However, their nonobservability often makes existing models computationally cumbersome in a multivariate context. In this paper, it is shown that the multivariate extension to the Gamma distribution based on Wishart distributions for random symmetric positive-definite matrices (considering diagonal terms) is particularly tractable and convenient to model correlated random effects in multivariate frequency, severity and duration models. Three applications are discussed to demonstrate the versatility of the approach: (a) frequency-based experience rating with several policies or guarantees per policyholder, (b) experience rating accounting for the correlation between claim frequency and severity components, and (c) joint modeling and forecasting of the time-to-payment and amount of payment in microlevel reserving, when both are subject to censoring.</abstract>
<note type="statement of responsibility">Michel Denuit, Yang Lu</note>
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<topic>Mercado de seguros</topic>
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<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080663520">
<topic>Credibilidad</topic>
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<topic>Tarifas</topic>
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<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080573935">
<topic>Seguros no vida</topic>
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<subject xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="MAPA20080602437">
<topic>Matemática del seguro</topic>
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<title>The Journal of risk and insurance</title>
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<publisher>Nueva York : The American Risk and Insurance Association, 1964-</publisher>
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<identifier type="issn">0022-4367</identifier>
<identifier type="local">MAP20077000727</identifier>
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<text>01/06/2021 Volumen 88 Número 2 - junio 2021 , p. 443-481</text>
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