Optimal forecast combination under regime switching

被引:46
|
作者
Elliott, G [1 ]
Timmermann, A [1 ]
机构
[1] Univ Calif San Diego, Dept Econ, La Jolla, CA 92093 USA
关键词
D O I
10.1111/j.1468-2354.2005.00361.x
中图分类号
F [经济];
学科分类号
02 ;
摘要
This article proposes a new forecast coin hi nation method that lets the combination weights be driven by regime switching in a latent state variable. An empirical application that combines forecasts from survey data and time series models finds that the proposed regime switching combination scheme performs well for a variety of macroeconomic variables. Monte Carlo simulations shed light on the type of data-generating processes for which the proposed combination method call be expected to perform better than a range of alternative combination schemes. Finally, we show how time variations in the combination weights arise when the target variable and the predictors share a common factor structure driven by a hidden Markov process.
引用
收藏
页码:1081 / 1102
页数:22
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