Handling forecasting problems using fuzzy time series

被引:243
作者
Hwang, JR [1 ]
Chen, SM [1 ]
Lee, CH [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Elect Engn, Taipei, Taiwan
关键词
fuzzy time series; fuzzy sets; linguistic variable; Markov model; time-variant model; time-invariant model;
D O I
10.1016/S0165-0114(97)00121-8
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In [6-9], Song et al. proposed fuzzy time-series models to deal with forecasting problems. In [10], Sullivan and Woodall reviewed the first-order time-invariant fuzzy time series model and the first-order time-variant model proposed by Song and Chissom [6-8], where the models are compared with each other and with a time-invariant Markov model using linguistic labels with probability distributions. In this paper, we propose a new method to forecast university enrollments, where the historical enrollments of the University of Alabama shown in [7,8] are used to illustrate the forecasting process. The average forecasting errors and the time complexity of these methods are compared. The proposed method is more efficient than the ones presented in [7,8,10] due to the fact that the proposed method simplifies the arithmetic operation process. Furthermore, the average forecasting error of the proposed method is smaller than the ones presented in [2,7,8]. (C) 1998 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:217 / 228
页数:12
相关论文
共 15 条
[1]  
[Anonymous], 1988, FUZZY MATH MODELS EN
[2]  
BENTLEY H, 1987, FUZZY SETS SYSTEMS, V23, P97
[3]   Forecasting enrollments based on fuzzy time series [J].
Chen, SM .
FUZZY SETS AND SYSTEMS, 1996, 81 (03) :311-319
[4]  
DAY MY, 1995, THESIS TAMKANG U TAI
[5]  
Hwang J. R., 1996, P 7 INT C INF MAN CH, P312
[6]   A MODEL OF WEATHER FORECAST BY FUZZY GRADE STATISTICS [J].
LI, ZY ;
CHEN, ZP ;
LI, JT .
FUZZY SETS AND SYSTEMS, 1988, 26 (03) :275-281
[7]   FUZZY TIME-SERIES AND ITS MODELS [J].
SONG, Q ;
CHISSOM, BS .
FUZZY SETS AND SYSTEMS, 1993, 54 (03) :269-277
[8]   Adaptive learning defuzzification techniques and applications [J].
Song, QA ;
Leland, RP .
FUZZY SETS AND SYSTEMS, 1996, 81 (03) :321-329
[9]   A COMPARISON OF FUZZY FORECASTING AND MARKOV MODELING [J].
SULLIVAN, J ;
WOODALL, WH .
FUZZY SETS AND SYSTEMS, 1994, 64 (03) :279-293
[10]  
WU WM, 1986, FUZZY SET SYST, V20, P67, DOI 10.1016/S0165-0114(86)80032-X