Modeling mortality and pricing life annuities with Levy processes

被引:4
|
作者
Ahmadi, Seyed Saeed [1 ]
Gaillardetz, Patrice [2 ]
机构
[1] Univ Waterloo, Dept Stat & Actuarial Sci, Waterloo, ON N2L 3G1, Canada
[2] Concordia Univ, Dept Math & Stat, Montreal, PQ H3G 1M8, Canada
来源
关键词
Force of mortality; Levy subordinator; Generalized linear models; Gamma process; Variance-Gamma process; LEE-CARTER MODEL; FORECASTING MORTALITY;
D O I
10.1016/j.insmatheco.2015.06.008
中图分类号
F [经济];
学科分类号
02 ;
摘要
We consider the pricing of annuity-due under stochastic force of mortality. Similarly to Renshaw et al. (1996) and Sithole et al. (2000), the force of mortality will be defined using an exponential function of Legendre polynomials. We extend the approach of Ballotta and Haberman (2006) by conditionally adding a-stable Levy subordinators in the force of mortality. In particular, we focus on the Gamma and Variance-Gamma processes in order to show how Levy subordinators can capture mortality shocks. Generalized Linear Models is used to estimate coefficients of the explanatory variables and the Levy process. For this purpose, the coefficients of the process are obtained by maximizing the log-likelihood function. We use the mortality data of males in Japan from 1998-2011 and the U.S. from 1965-2010 in order to compare our results with the model proposed by Renshaw et al. (1996). Some preferences are indicated based on Akaike's information criterion, Bayesian information criterion, likelihood ratio test and Akaike weights to support the proposed model. We then use a cubic smoothing spline method to fa the interest rate curve and illustrate some over (under) estimations in the prices of annuities under the structure suggested by Renshaw et al. (1996). (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:337 / 350
页数:14
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