Advances in Applied Probability · 1994 · 18 citations · 25 references
BusinessEconomicsInsuranceInsurance EconomicsProbability TheoryStochastic ProcessesClaims ModelingLoss Distribution AnalysisBootstrap EstimationContinuous Random VariablesDiscounting Of Insurance LiabilitiesPerpetuity ValuationPoint Process ApproachStochastic Discounting
Obtaining good estimates for the distribution function of random variables like (‘perpetuity’) and (‘aggregate claim amount’), where the ( Y i ), ( Z i ) are independent i.i.d. sequences and ( N ( t )) is a general point process, is a key question in insurance mathematics. In this paper, we show how suitably chosen metrics provide a theoretical justification for bootstrap estimation in these cases. In the perpetuity case, we also give a detailed discussion of how the method works in practice.
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Some Asymptotic Theory for the Bootstrap
Peter J. Bickel, David A. Freedman · The Annals of Statistics · 1981 · 1.7K citations · Full text