Grouped multivariate functional time series method: An application to mortality forecasting

被引:1
|
作者
Shang, Han Lin [1 ]
Yang, Yang [1 ]
机构
[1] Australian Natl Univ, Res Sch Finance Actuarial Studies & Stat, Canberra, ACT 2601, Australia
关键词
D O I
10.1007/978-3-319-55846-2_31
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Age-specific mortality rates are often disaggregated by different attributes, such as sex and state. Forecasting age-specific mortality rates at the sub-national levels may not add up to the forecasts at the national level. Further, the independent forecasts may not utilize correlation among sub-populations to improve forecast accuracy. Using Japanese mortality data, we extend the grouped univariate functional time series methods to grouped multivariate functional time series forecasting methods.
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页码:233 / 241
页数:9
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