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基于随机滤波模型的老年人剩余寿命预测
引用本文:高凯烨,王文彬,刘祥东.基于随机滤波模型的老年人剩余寿命预测[J].系统工程理论与实践,2016,36(11):2924-2932.
作者姓名:高凯烨  王文彬  刘祥东
作者单位:北京科技大学 东凌经济管理学院, 复杂系统故障预测和管理研究所, 北京 100083
基金项目:国家自然科学基金重大国际合作项目(71420107023);中央高校科研基本业务费(FRF-BR-15-001B)
摘    要:自理能力是老年人健康状况的重要指标,但其与剩余寿命之间的关系一直缺乏严格的量化研究.本文根据中国营养健康调查中不小于55岁人群的自理能力面板数据,构建随机滤波模型预测其剩余寿命概率分布,并采用拟合优度检验测试模型的准确度.研究结果表明,自理能力和健康状况有着密切的关系,是老年人剩余寿命的重要指征;在生化指标难以得到时,构建的模型可以通过观察老年人的自理能力有效地预测其寿命分布.这为人群健康管理所倡导的关注老年人自理能力提供了科学依据,并对人寿保险公司根据老年人自理能力来确定寿险的费率提供了重要参考.

关 键 词:随机滤波  剩余寿命  预测  自理能力  
收稿时间:2014-11-19

Residual life prediction of the elderly based onstochastic filtering model
GAO Kaiye,WANG Wenbin,LIU Xiangdong.Residual life prediction of the elderly based onstochastic filtering model[J].Systems Engineering —Theory & Practice,2016,36(11):2924-2932.
Authors:GAO Kaiye  WANG Wenbin  LIU Xiangdong
Institution:Institute for Complex Systems Prognostics and Management, Donlinks School of Economics and Management, University of Science and Technology Beijing, Beijing 100083, China
Abstract:Although activities of daily living (ADL) is an important indicator of the health status of the elderly, the rigorous quantitative studies of the relationship between it and the residual life has been well studied. According to the panel survey data of the elderly aged from 55 upward from China health and nutrition survey, we constructed a stochastic filtering model to predict the residual life based on ADL. Then, the goodness-of-fit test was carried out to test the model. The result demonstrates that the ADL which is closely related to health status can be well used in residual life prediction when biochemical markers are not available in most cases. It provides a scientific basis for paying attention to the ADL of the elderly which is advocated by population health management and an important reference for determining premiums by life insurance companies through the ADL of the elderly.
Keywords:stochastic filtering  residual life  prediction  activities of daily living  
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