An Empirical Study of Age-Period-Cohort Model of Mortality Rates of Taiwan Area

碩士 === 國立政治大學 === 統計研究所 === 95 === The mortality rates in Taiwan area have been experiencing dramatic decreases in recent years. The life expectancy has surpassed that in the United States in 2000 and Taiwan has become one of the longevity countries. Besides, the falling of mortality rates varies in...

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Main Authors: Wang,Yu-Ping, 王郁萍
Other Authors: Yue,Jack C.
Format: Others
Language:zh-TW
Published: 2007
Online Access:http://ndltd.ncl.edu.tw/handle/55676653659613907366
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spelling ndltd-TW-095NCCU53370132015-10-13T14:08:37Z http://ndltd.ncl.edu.tw/handle/55676653659613907366 An Empirical Study of Age-Period-Cohort Model of Mortality Rates of Taiwan Area 台灣地區死亡率APC模型之研究 Wang,Yu-Ping 王郁萍 碩士 國立政治大學 統計研究所 95 The mortality rates in Taiwan area have been experiencing dramatic decreases in recent years. The life expectancy has surpassed that in the United States in 2000 and Taiwan has become one of the longevity countries. Besides, the falling of mortality rates varies in different age, period, and cohort groups, which corresponds to the APC (Age-Period-Cohort) model. Therefore, the goal of this paper is to study the mortality rates in Taiwan area with APC model. However, due to the linear dependency of age, period and cohort (Period = Age + Cohort), there is the identification problem, that is, the parameter estimates are not unique. A number of solutions to the identification problem in APC model have been provided in the literature. Fu (2000) introduce a new estimator, the Intrinsic Estimator (IE), which can solve parameter estimates and variance directly. In the first part of this research, computer simulation is conducted to examine the IE, compared with other methodologies. In the second part of this research, data from 1961 to 2005 are used for verifying the validity of APC model in fitting mortality rates, and we analyze the strengths and weaknesses between the APC and Lee-Carter model. The results from our study indicate that the APC model in estimating mortality rates does not show as well as the Lee-Carter model as a whole. However, the APC model performs better than the Lee-Carter model for the elderly mortality rates, but is still needed to be improved in young groups. In the future, it can be considered to combine the APC and Lee-Carter model. Yue,Jack C. 余清祥 2007 學位論文 ; thesis 40 zh-TW
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description 碩士 === 國立政治大學 === 統計研究所 === 95 === The mortality rates in Taiwan area have been experiencing dramatic decreases in recent years. The life expectancy has surpassed that in the United States in 2000 and Taiwan has become one of the longevity countries. Besides, the falling of mortality rates varies in different age, period, and cohort groups, which corresponds to the APC (Age-Period-Cohort) model. Therefore, the goal of this paper is to study the mortality rates in Taiwan area with APC model. However, due to the linear dependency of age, period and cohort (Period = Age + Cohort), there is the identification problem, that is, the parameter estimates are not unique. A number of solutions to the identification problem in APC model have been provided in the literature. Fu (2000) introduce a new estimator, the Intrinsic Estimator (IE), which can solve parameter estimates and variance directly. In the first part of this research, computer simulation is conducted to examine the IE, compared with other methodologies. In the second part of this research, data from 1961 to 2005 are used for verifying the validity of APC model in fitting mortality rates, and we analyze the strengths and weaknesses between the APC and Lee-Carter model. The results from our study indicate that the APC model in estimating mortality rates does not show as well as the Lee-Carter model as a whole. However, the APC model performs better than the Lee-Carter model for the elderly mortality rates, but is still needed to be improved in young groups. In the future, it can be considered to combine the APC and Lee-Carter model.
author2 Yue,Jack C.
author_facet Yue,Jack C.
Wang,Yu-Ping
王郁萍
author Wang,Yu-Ping
王郁萍
spellingShingle Wang,Yu-Ping
王郁萍
An Empirical Study of Age-Period-Cohort Model of Mortality Rates of Taiwan Area
author_sort Wang,Yu-Ping
title An Empirical Study of Age-Period-Cohort Model of Mortality Rates of Taiwan Area
title_short An Empirical Study of Age-Period-Cohort Model of Mortality Rates of Taiwan Area
title_full An Empirical Study of Age-Period-Cohort Model of Mortality Rates of Taiwan Area
title_fullStr An Empirical Study of Age-Period-Cohort Model of Mortality Rates of Taiwan Area
title_full_unstemmed An Empirical Study of Age-Period-Cohort Model of Mortality Rates of Taiwan Area
title_sort empirical study of age-period-cohort model of mortality rates of taiwan area
publishDate 2007
url http://ndltd.ncl.edu.tw/handle/55676653659613907366
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