Modelling residuals dependence in dynamic life tables:: A geostatistical approach

被引:18
作者
Debon, A. [2 ]
Montes, F. [1 ]
Mateu, J. [3 ]
Porcu, E. [3 ]
Bevilacqua, M. [4 ]
机构
[1] Univ Valencia, Dpt Estadis & IO, E-46003 Valencia, Spain
[2] Univ Politecn Valencia, Dpto Estadist IO Aplicadas & Calidad, Valencia, Spain
[3] Univ Jaume 1, Dpt Matemat, Castellon de La Plana, Spain
[4] Univ Padua, Dept Stat Sci, I-35100 Padua, Italy
关键词
dynamic life tables; geometric anisotropy; kriging; Lee-Carter; median polish; zonal anisotropy;
D O I
10.1016/j.csda.2007.08.006
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The problem of modelling dynamic mortality tables is considered. In this context, the influence of age on data graduation needs to be properly assessed through a dynamic model, as mortality progresses over the years. After detrending the raw data, the residuals dependence structure is analysed, by considering them as a realisation of a homogeneous Gaussian random field defined on R x R. This setting allows for the implementation of geostatistical techniques for the estimation of the dependence and further interpolation in the domain of interest. In particular, a complex form of interaction between age and time is considered, by taking into account a zonally anisotropic component embedded into a nonseparable covariance structure. The estimated structure is then used for prediction of mortality rates, and goodness-of-fit testing is performed through some cross-validation techniques. Comments on validity and interpretation of the results are given. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:3128 / 3147
页数:20
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