THE MORTALITY OF THE ITALIAN POPULATION: SMOOTHING TECHNIQUES ON THE LEE-CARTER MODEL

被引:28
|
作者
D'Amato, Valeria [2 ]
Piscopo, Gabriella [1 ]
Russolillo, Maria [2 ]
机构
[1] Univ Naples Federico II, Dept Math & Stat, I-80126 Naples, Italy
[2] Univ Salerno, Dept Econ & Stat, I-84084 Salerno, Italy
关键词
Lee-Carter model; functional demographic model; forecasting; ENGLAND; WALES;
D O I
10.1214/10-AOAS394
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Several approaches have been developed for forecasting mortality using the stochastic model. In particular, the Lee-Carter model has become widely used and there have been various extensions and modifications proposed to attain a broader interpretation and to capture the main features of the dynamics of the mortality intensity. Hyndman-Ullah show a particular version of the Lee-Carter methodology, the so-called Functional Demographic Model, which is one of the most accurate approaches as regards some mortality data, particularly for longer forecast horizons where the benefit of a damped trend forecast is greater. The paper objective is properly to single out the most suitable model between the basic Lee-Carter and the Functional Demographic Model to the Italian mortality data. A comparative assessment is made and the empirical results are presented using a range of graphical analyses.
引用
收藏
页码:705 / 724
页数:20
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