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A comparison of mortality projection by different time period in time series

Authors
Kim, Soon-YoungOh, JinhoKim, Kee-Whan
Issue Date
2월-2018
Publisher
KOREAN STATISTICAL SOC
Keywords
mortality projection model; life expectancy; age-specific mortality rates; Lee-Carter model; FDM; Coherent FDM
Citation
KOREAN JOURNAL OF APPLIED STATISTICS, v.31, no.1, pp.41 - 65
Indexed
KCI
Journal Title
KOREAN JOURNAL OF APPLIED STATISTICS
Volume
31
Number
1
Start Page
41
End Page
65
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/77461
DOI
10.5351/KJAS.2018.31.1.041
ISSN
1225-066X
Abstract
In Korea, as the mortality rate improves in a shorter period of time than in developed countries, it is important to consider the selection of the time series as well as the model selection in the mortality projection. Therefore, this study proposed a method using the multiple regression model in respect to the selection of the time series period. In addition, we investigate the problems that arise when various time series are used based on the Lee-Carter (LC) model, the kinds of LC model along with Lee-Miller (LM) and Booth-Maindonald-Smith (BMS), and the non-parametric model such as functional data model (FDM) and Coherent FDM, and examine differences in the age-specific mortality rate and life expectancy projection. Based on the analysis results, the age-specific mortality rate and predicted life expectancy of men and women are calculated for the year 2030 for each model. We also compare the mortality rate and life expectancy of the next generation provided by Korean Statistical Information Service (KOSIS).
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