An improved fuzzy time series forecasting method using trapezoidal fuzzy numbers

被引:0
作者
Hao-Tien Liu
机构
[1] I-Shou University,Department of Industrial Engineering and Management
来源
Fuzzy Optimization and Decision Making | 2007年 / 6卷
关键词
Fuzzy sets; Time series; Forecast; Trapezoidal fuzzy number;
D O I
暂无
中图分类号
学科分类号
摘要
One of the major drawbacks of the existing fuzzy time series forecasting models is the fact that they only provide a single-point forecasted value just like the output of the traditional time series methods. Hence, they cannot provide a decision analyst more useful information. The aim of this present research is to design an improved fuzzy time series forecasting method in which the forecasted value will be a trapezoidal fuzzy number instead of a single-point value. Furthermore, the proposed method may also increase the forecasting accuracy. Two numerical data sets were used to illustrate the proposed method and compare the forecasting accuracy with three fuzzy time series methods. The results of the comparison indicate that the proposed method can generate forecasting values that are more accurate.
引用
收藏
页码:63 / 80
页数:17
相关论文
共 17 条
[1]  
Chen S.M.(1996)Forecasting enrollments based on fuzzy time series Fuzzy Sets and Systems 81 311-319
[2]  
Chen S.M.(2002)Forecasting enrollments based on high-order fuzzy time-series Cybernetics and Systems 33 1-16
[3]  
Chen S.M.(2000)Temperature prediction using fuzzy time series IEEE Transaction on Systems, Man, & Cybernetics 30 263-275
[4]  
Hwang J.R.(2001a)Heuristic models of fuzzy time series for forecasting Fuzzy Sets and Systems 123 369-386
[5]  
Huarng K.H.(2001b)Effective lengths of intervals to improve forecasting in fuzzy time series Fuzzy Sets and Systems 123 387-394
[6]  
Huarng K.H.(1998)Handling forecasting problems using fuzzy time series Fuzzy Sets and System 100 217-228
[7]  
Hwang J.R.(2004)Fuzzy forecasting based on fuzzy time series International Journal of Computer Mathematics 81 781-789
[8]  
Chen S.M.(1993a)Fuzzy forecasting enrollments with fuzzy time series-Part 1 Fuzzy Sets and Systems 54 1-9
[9]  
Lee C.H.(1993b)Fuzzy Time Series and Its Models Fuzzy Sets and Systems 54 269-277
[10]  
Lee H.S.(1994)Fuzzy forecasting enrollments with fuzzy time series-Part 2 Fuzzy Sets and Systems 62 1-8