Sensitivity and uncertainty in the Lee-Carter mortality model

Lee-Carter死亡率模型的敏感性和不确定性

阅读:1

Abstract

The Lee-Carter model (LC) is widely used for forecasting age specific mortality, and typically performs well regardless of the uncertainty and often the limited quality of mortality data. Why? We analyze the robustness of LC using sensitivity analyses based on matrix perturbation theory, coupled with simulations that examine the effect of unavoidable randomness in mortality data. The combined effects of sensitivity and uncertainty determine the robustness of LC. We find that the sensitivity of LC and the uncertainty of death rates both have nonuniform patterns across ages and years. The sensitivities are small in general, with largest sensitivities at both ends of the period. The uncertainties of death rates are high in young ages (5-19) and old ages (90+) with rising in young ages but dropping in old ages. Our results reveal that LC is robust against random perturbation and sudden short-term changes.

特别声明

1、本页面内容包含部分的内容是基于公开信息的合理引用;引用内容仅为补充信息,不代表本站立场。

2、若认为本页面引用内容涉及侵权,请及时与本站联系,我们将第一时间处理。

3、其他媒体/个人如需使用本页面原创内容,需注明“来源:[生知库]”并获得授权;使用引用内容的,需自行联系原作者获得许可。

4、投稿及合作请联系:info@biocloudy.com。