Astin Bulletin · 2003 · 108 citations · 11 references
EngineeringFinancial Risk ManagementRare Event EstimationNatural DisastersRisk MetricCredit Risk ModellingCatastrophe Risk InsuranceExternal ShockReliability EngineeringRisk ManagementManagementInsuranceStatisticsFinancial ModelingEconomicsDependent Event FrequenciesFinanceReliability ModellingCommon Poisson ShockShock (Economics)Common Shock ModelFinancial Crisis
The idea of using common Poisson shock processes to model dependent event frequencies is well known in the reliability literature. In this paper we examine these models in the context of insurance loss modelling and credit risk modelling. To do this we set up a very general common shock framework for losses of a number of different types that allows for both dependence in loss frequencies across types and dependence in loss severities. Our aims are threefold: to demonstrate that the common shock model is a very natural way of approaching the modelling of dependent losses in an insurance or risk management context; to provide a summary of some analytical results concerning the nature of the dependence implied by the common shock specification; to examine the aggregate loss distribution that results from the model and its sensitivity to the specification of the model parameters.
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A Multivariate Exponential Distribution
Albert W. Marshall, Ingram Olkin · Journal of the American Statistical Association · 1967 · 1.6K citations
Recursive Evaluation of a Family of Compound Distributions
Harry H. Panjer · Astin Bulletin · 1981 · 571 citations · Full text
Computational Finance, Engineering, Quantitative Finance +12
Multivariate Models and Dependence Concepts
Satishs Iyengar · Technometrics · 1998 · 541 citations