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Lee-Carter mortality forecasting: A multi-country comparison of variants and extensions
- Source :
- Scopus-Elsevier, Demographic Research, Vol 15, p 9 (2006)
-
Abstract
- We compare the short- to medium- term accuracy of five variants or extensions of the Lee-Carter method for mortality forecasting. These include the original Lee-Carter, the Lee-Miller and Booth-Maindonald-Smith variants, and the more flexible Hyndman-Ullah and De Jong-Tickle extensions. These methods are compared by applying them to sex-specific populations of 10 developed countries using data for 1986–2000 for evaluation. All variants and extensions are more accurate than the original Lee-Carter method for forecasting log death rates, by up to 61%. However, accuracy in log death rates does not necessarily translate into accuracy in life expectancy. There are no significant differences among the five methods in forecast accuracy for life expectancy.
- Subjects :
- jel:Z0
functional data, Lee-Carter model, mortality forecasting, nonparametric smoothing, principal components analysis, state space
nonparametric smoothing
Mortality forecasting
Lee–Carter model
Statistics
Econometrics
functional data
Uncategorized
principal components
Demography
Mathematics
Mortality rate
jel:C53
state space
Functional data, Lee-Carter method, mortality forecasting, nonparametric smoothing, principal components, state space
mortality forecasting
Lee-Carter method
jel:C32
Lee carter
jel:C14
Term (time)
jel:J1
jel:J11
lcsh:HB848-3697
Life expectancy
lcsh:Demography. Population. Vital events
Nonparametric smoothing
Multi country
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Scopus-Elsevier, Demographic Research, Vol 15, p 9 (2006)
- Accession number :
- edsair.doi.dedup.....1133f72f346c63ae4e77e628d228ce27