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Bootstrapping Parametric Models of Mortality
Authors:Grzegorz A Rempala  Konrad Szatzschneider
Institution:1. If P&2. C Insurance Company Ltd , Oslo, Norway jon.holtan@if.no
Abstract:We consider a general problem of modeling a mortality law of a population of failing units with some parametric function. In this setting we define a mortality table of crude rates as a statistical estimator with multinomial distribution and show its consistency as well as asymptotic normality. We further derive the statistical properties of parameter estimators in a parametric mortality model based on a weighted square loss function. We use the obtained results to study consistency and appropriateness of the parametric bootstrap method in our setting. We derive the conditions on the assumed parametric mortality law and the loss function, under which the bootstrap is consistent for estimating the model parameters, their standard errors and corresponding confidence intervals. We apply our results to a model of Aggregate US Mortality Table based on a so called mixture of extreme value distributions suggested by Carriere ().
Keywords:Insurance and financial option contracts  Insurance and option pricing theory  Complete and incomplete markets  Dynamic hedging and no-arbitrage  Risk-neutral martingales  Purchasing preferences  Risk  cost and market price adjustments  Parameter estimation  Pragmatic and best practice pricing
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