Intuitionistic Fuzzy Time Series Forecasting Model Based on Intuitionistic Fuzzy Reasoning
Joint Authors
Lei, Yingjie
Wang, Ya’nan
Fan, Xiaoshi
Wang, Yi
Source
Mathematical Problems in Engineering
Issue
Vol. 2016, Issue 2016 (31 Dec. 2016), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-01-13
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
Fuzzy sets theory cannot describe the data comprehensively, which has greatly limited the objectivity of fuzzy time series in uncertain data forecasting.
In this regard, an intuitionistic fuzzy time series forecasting model is built.
In the new model, a fuzzy clustering algorithm is used to divide the universe of discourse into unequal intervals, and a more objective technique for ascertaining the membership function and nonmembership function of the intuitionistic fuzzy set is proposed.
On these bases, forecast rules based on intuitionistic fuzzy approximate reasoning are established.
At last, contrast experiments on the enrollments of the University of Alabama and the Taiwan Stock Exchange Capitalization Weighted Stock Index are carried out.
The results show that the new model has a clear advantage of improving the forecast accuracy.
American Psychological Association (APA)
Wang, Ya’nan& Lei, Yingjie& Fan, Xiaoshi& Wang, Yi. 2016. Intuitionistic Fuzzy Time Series Forecasting Model Based on Intuitionistic Fuzzy Reasoning. Mathematical Problems in Engineering،Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1112257
Modern Language Association (MLA)
Wang, Ya’nan…[et al.]. Intuitionistic Fuzzy Time Series Forecasting Model Based on Intuitionistic Fuzzy Reasoning. Mathematical Problems in Engineering No. 2016 (2016), pp.1-12.
https://search.emarefa.net/detail/BIM-1112257
American Medical Association (AMA)
Wang, Ya’nan& Lei, Yingjie& Fan, Xiaoshi& Wang, Yi. Intuitionistic Fuzzy Time Series Forecasting Model Based on Intuitionistic Fuzzy Reasoning. Mathematical Problems in Engineering. 2016. Vol. 2016, no. 2016, pp.1-12.
https://search.emarefa.net/detail/BIM-1112257
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1112257