Computer Science ›› 2014, Vol. 41 ›› Issue (Z6): 76-79.

Previous Articles     Next Articles

New Forecasting Method of Intuitionistic Fuzzy Time Series

LI Na,LEI Ying-jie,ZHENG Kou-quan and DU Ji-jun   

  • Online:2018-11-14 Published:2018-11-14

Abstract: Aiming at the problem that the existing intuitionistic models lack persuasiveness in partitioning interval and series data intuitionistic fuzzifying,the intuitionistic fuzzy time series forecasting model was advanced.The new method reflects the distribution characters of the uncertain data set accurately by introducing sliding windows scheme,optimizes the domain-dividing interval with the intuitionistic fuzzy C-means clustering algorithm on parameter adjusting,defines series variable intuitionistic fuzzy sets based on the intuitionistic fuzzy distance norm.Consequently,the prediction accuracy of time series in complex environment is improved effectively.Finally,the experimental results validate the efficiency and advantage of the proposed algorithm.

Key words: Intuitionistic fuzzy set,Intuitionistic fuzzy time series,Intuitionistic fuzzy normal,Forecasting

[1] Song Q,Chissom B S.Forecasting enrollments with fuzzy time series [J].Part II.Fuzzy Sets System,1994,62(1):1-8
[2] Chen S M,Chung N Y.Forecasting enrollments using high-order fuzzy time series and genetic algorithm [J].International Journal of Intelligent System,2006,21(5):485-501
[3] Song Q.A note on fuzzy time series model relation with sample autocorrelation functions[J].Cybernetics and Systems:An International Journal,2009,34:93-107
[4] Chen S M,Chung N Y.Forecasting enrollments of students by using fuzzy time series and genetic algorithm [J].Information and Management Sciences,2006,17(3):1-17
[5] Li S T,Cheng Y C.Deterministic fuzzy time series model for forecasting enrollments [J].Computers & Mathematics with Applications,2007,55(11):1904-1920
[6] Castillo O,Alanis A,Garcia M,et al.An intuitionistic fuzzy system for time series analysis in plant monitoring and diagnosis [J].Applied Soft Computing,2007,7(1):1227-1233
[7] 郑寇全,雷英杰,王睿,等.基于确定性转换的IFTS预测[J].应用科学学报,2013,31(2):204-211
[8] 郑寇全,雷英杰,王睿,等.基于矢量量化的长期IFTS预测模型[J].吉林大学学报:工学版,2013,3(6)
[9] 郑寇全,雷英杰,王睿,等.直觉模糊时间序列建模及应用[J].控制与决策,2013,28(10):1525-1530
[10] 申晓勇,雷英杰,李进,等.基于目标函数的直觉模糊集合数据的聚类方法[J].系统工程与电子技术,2009,31(11):2732-2735
[11] Li S T,Cheng Y C,Lin S Y.A FCM-based deterministic forecasting model for fuzzy time series [J].Computers & Mathematics with Applications,2008,56(12):3052-3063

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!