A Stochastic Model for Mortality Rate on Italian Data

被引:10
作者
Giacometti, R. [1 ]
Ortobelli, S. [1 ]
Bertocchi, M. [1 ]
机构
[1] Univ Bergamo, Dept Math Stat Comp Sci & Applicat, I-24127 Bergamo, Italy
关键词
Mortality rate; Mean reverting Brownian Gompertz; Discrete approximation; UNCERTAINTY; PARAMETER;
D O I
10.1007/s10957-010-9771-5
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
A new stochastic model for mortality rate is proposed and analyzed on Italian mortality data. The model is based on a stochastic differential equation derived from a generalization of the Milevesky and Promislow model (Milevesky, M.A., Promislow, S.D.: Insur. Math. Econ. 29, 299-318 (2001)). We discuss and present a methodology, based on the discretisation approach by Wymer (Wymer, C.R.: Econometrica 40(3), 565-577 (1972)) to evaluate the parameters of our model. The comparison with the Milevesky and Promislow model shows the relevance of our proposal along an horizon, which includes periods of time with a different volatility of mortality rates. The estimate of the parameters turns out to be stable over time with the exception of the mean reverting parameter, which shows, for a person of a fixed age, an increase over time.
引用
收藏
页码:216 / 228
页数:13
相关论文
共 21 条
[1]   The fair valuation problem of guaranteed annuity options: The stochastic mortality environment case [J].
Ballotta, L ;
Haberman, S .
INSURANCE MATHEMATICS & ECONOMICS, 2006, 38 (01) :195-214
[3]  
Biggs M.C., 1975, Towards global optimization, P341
[4]   A discussion of parameter and model uncertainty in insurance [J].
Cairns, AJG .
INSURANCE MATHEMATICS & ECONOMICS, 2000, 27 (03) :313-330
[5]  
CAIRNS AJG, 2006, CRIS DISCUSSION PAPE, V4
[6]   A two-factor model for stochastic mortality with parameter uncertainty: Theory and calibration [J].
Cairns, Andrew J. G. ;
Blake, David ;
Dowd, Kevin .
JOURNAL OF RISK AND INSURANCE, 2006, 73 (04) :687-718
[7]  
Currie Ian., 2006, SMOOTHING FORECASTIN
[8]  
Gompertz B., 1832, PHIL T ROY SOC LOND, V123, P513
[9]  
*JPMORGAN, 2007, LIFEMETRICS TOOLK ME
[10]  
Lee R, 2000, N AM ACTUARIAL J, V4, P80, DOI DOI 10.1080/10920277.2000.10595882