FUZZY TIME-SERIES AND ITS MODELS

被引：788
作者：
SONG, Q
CHISSOM, BS
机构：
[1] College of Education, The University of Alabama, Tuscaloosa, AL
来源：
FUZZY SETS AND SYSTEMS | 1993年 / 54卷 / 03期
关键词：
FUZZY TIME SERIES; FUZZY CONDITIONAL STATEMENTS; FUZZY SETS; FUZZY RELATIONAL EQUATIONS; FORECASTING; LINGUISTIC VALUES; LINGUISTIC VARIABLES; MODELS;
D O I：
10.1016/0165-0114(93)90372-O
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
Based upon the works by Zadeh (1973, 1975), in this paper, a special dynamic process with linguistic values as its observations is defined and studied. This dynamic process is called fuzzy time series. To describe fuzzy time series, fuzzy relational equations are employed as the models. There are two classes of fuzzy time series: time-variant and time-invariant. The definition of fuzzy time series is given, some properties of fuzzy time series are explored, and procedures to develop fuzzy time series models are discussed. Finally, a procedure for using fuzzy time series for forecasting is suggested.
引用
收藏
页码：269 / 277
页数：9
相关论文
共 11 条
[1]   FUZZY-SETS IN APPROXIMATE REASONING .1. INFERENCE WITH POSSIBILITY DISTRIBUTIONS [J].
DUBOIS, D ;
PRADE, H .
FUZZY SETS AND SYSTEMS, 1991, 40 (01) :143-202
[2]   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
[3]   APPLICATION OF FUZZY LOGIC TO APPROXIMATE REASONING USING LINGUISTIC-SYNTHESIS [J].
MAMDANI, EH .
IEEE TRANSACTIONS ON COMPUTERS, 1977, 26 (12) :1182-1191
[4]   FORECASTING ENROLLMENTS WITH FUZZY TIME-SERIES .1. [J].
SONG, Q ;
CHISSOM, BS .
FUZZY SETS AND SYSTEMS, 1993, 54 (01) :1-9
[5]   SUCCESSIVE IDENTIFICATION OF A FUZZY MODEL AND ITS APPLICATIONS TO PREDICTION OF A COMPLEX SYSTEM [J].
SUGENO, M ;
TANAKA, K .
FUZZY SETS AND SYSTEMS, 1991, 42 (03) :315-334
[6]  
WU WM, 1986, FUZZY SET SYST, V20, P67, DOI 10.1016/S0165-0114(86)80032-X
[7]   CONCEPT OF A LINGUISTIC VARIABLE AND ITS APPLICATION TO APPROXIMATE REASONING .2. [J].
ZADEH, LA .
INFORMATION SCIENCES, 1975, 8 (04) :301-357
[8]   CONCEPT OF A LINGUISTIC VARIABLE AND ITS APPLICATION TO APPROXIMATE REASONING .3. [J].
ZADEH, LA .
INFORMATION SCIENCES, 1975, 9 (01) :43-80
[9]   CONCEPT OF A LINGUISTIC VARIABLE AND ITS APPLICATION TO APPROXIMATE REASONING .2. [J].
ZADEH, LA .
INFORMATION SCIENCES, 1975, 8 (04) :301-357
[10]   OUTLINE OF A NEW APPROACH TO ANALYSIS OF COMPLEX SYSTEMS AND DECISION PROCESSES [J].
ZADEH, LA .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (01) :28-44
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