Forecasting enrollments based on fuzzy time series

被引:806
作者
Chen, SM
机构
[1] Dept. of Comp. and Info. Science, National Chiao Tung University, Hsinchu
关键词
fuzzy time series; enrollments; forecasting; fuzzy set; linguistic value; linguistic variable;
D O I
10.1016/0165-0114(95)00220-0
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This paper presents a new method to forecast university enrollments based on fuzzy time series. The data of historical enrollments of the University of Alabama shown in Song and Chissom (1993a, 1994) are adopted to illustrate the forecasting process of the proposed method. The robustness of the proposed method is also tested. The proposed method not only can make good forecasts of the university enrollments, but also can make robust forecasts when the historical data are not accurate. The proposed method is more efficient than the one presented in Song and Chissom (1993a) due to the fact that the proposed method uses simplified arithmetic operations rather than the complicated max-min composition operations presented in Song and Chissom (1993a).
引用
收藏
页码:311 / 319
页数:9
相关论文
共 12 条
[1]  
[Anonymous], 1988, FUZZY MATH MODELS EN
[2]   TIMES SERIES ANALYSIS WITH REVEAL [J].
BINTLEY, H .
FUZZY SETS AND SYSTEMS, 1987, 23 (01) :97-118
[3]   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
[4]   FORECASTING ENROLLMENTS WITH FUZZY TIME-SERIES .1. [J].
SONG, Q ;
CHISSOM, BS .
FUZZY SETS AND SYSTEMS, 1993, 54 (01) :1-9
[5]   FORECASTING ENROLLMENTS WITH FUZZY TIME-SERIES .2. [J].
SONG, Q ;
CHISSOM, BS .
FUZZY SETS AND SYSTEMS, 1994, 62 (01) :1-8
[6]   FUZZY TIME-SERIES AND ITS MODELS [J].
SONG, Q ;
CHISSOM, BS .
FUZZY SETS AND SYSTEMS, 1993, 54 (03) :269-277
[7]  
WU WM, 1986, FUZZY SET SYST, V20, P67, DOI 10.1016/S0165-0114(86)80032-X
[8]   CONCEPT OF A LINGUISTIC VARIABLE AND ITS APPLICATION TO APPROXIMATE REASONING .2. [J].
ZADEH, LA .
INFORMATION SCIENCES, 1975, 8 (04) :301-357
[9]   CONCEPT OF A LINGUISTIC VARIABLE AND ITS APPLICATION TO APPROXIMATE REASONING .3. [J].
ZADEH, LA .
INFORMATION SCIENCES, 1975, 9 (01) :43-80
[10]  
ZADEH LA, 1975, INFORM SCIENCES, V8, P199, DOI [10.1016/0020-0255(75)90036-5, 10.1016/0020-0255(75)90046-8]