A FUZZY TIME SERIES-MARKOV CHAIN MODEL WITH AN APPLICATION TO FORECAST THE EXCHANGE RATE BETWEEN THE TAIWAN AND US DOLLAR

被引:0
|
作者
Tsaur, Ruey-Chyn [1 ]
机构
[1] Tamkang Univ, Dept Management Sci, New Taipei City 25137, Taiwan
基金
美国国家科学基金会;
关键词
Fuzzy time series model; Markov chain; Fuzzy logic group; Exchange rate; TEMPERATURE PREDICTION; ENROLLMENTS; MARKETS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, a fuzzy time series-Markov chain approach for analyzing the linguistic or a small sample time series data is proposed to further enhance the predictive accuracy. By transferring fuzzy time series data to the fuzzy logic group, and using the obtained fuzzy logic group to derive a Markov chain transition matrix, a set of adjusted enrollment forecasting values can be obtained with the smallest forecasting error of various fuzzy time series methods. Finally, an illustrated example for exchange rate forecasting is used to verify the effectiveness of the proposed model and confirms the potential benefits of the proposed approach with a very small MAPE.
引用
收藏
页码:4931 / 4942
页数:12
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