Using genetic algorithms to parameters (d,r) estimation for threshold autoregressive models

被引:30
|
作者
Wu, B [1 ]
Chang, CL [1 ]
机构
[1] Natl Chengchi Univ, Dept Math Sci, Taipei 11623, Taiwan
关键词
genetic algorithms; threshold autoregressive models; fitness function; exchange rate;
D O I
10.1016/S0167-9473(01)00030-5
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Threshold autoregressive model (TAR model) has certain characteristics due to which linear models fail to fit a nonlinear time series, while the problem of how to find an appropriate threshold value still attracts many researchers' attention. In this paper, we apply the genetic algorithms to estimate the threshold and lag parameters r and d for TAR models. The selection operator is formulated following Darwin's principle of survival of the fittest to guide the trek through a search space. The crossover and mutation operators have been inspired by the mechanisms of gene mutation and chromosome recombination. (C) 2002 Elsevier Science B.V. All rights reserved.
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页码:315 / 330
页数:16
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