A robust method of forecasting based on fuzzy time series

被引:72
|
作者
Singh, S. R. [1 ]
机构
[1] Banaras Hindu Univ, Dept Math, Fac Sci, Varanasi 221005, Uttar Pradesh, India
关键词
fuzzy time series; time invariant; fuzzy membership grade; linguistic variables; fuzzy logical relations;
D O I
10.1016/j.amc.2006.09.140
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Present study proposes an improved and versatile method of forecasting based oil the concept fuzzy time series forecasting. The developed model has been presented in a form of simple computational algorithms. It utilizes various difference parameters being implemented on current state for forecasting the next state values to accommodate the possible vagueness in the data in a better way and making it a robust method. The developed model has been implemented oil the historical student enrollments data of University of Alabama (adapted by Song and Chissom) and the obtained forecasted values have been compared with the existing methods to show its superiority. The robustness of the model has also been tested in comparison. The suitability of the developed model has also been examined in the crop production forecasting by implementing it on historical time series data of rice production of Pantnagar(Farm), India. (C) 2006 Elsevier Inc. All rights reserved.
引用
下载
收藏
页码:472 / 484
页数:13
相关论文
共 50 条
  • [1] A generalized method for forecasting based on fuzzy time series
    Qiu, Wangren
    Liu, Xiaodong
    Li, Hailin
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (08) : 10446 - 10453
  • [4] A Robust Fuzzy Time Series Forecasting Method Based on Multi-partition and Outlier Detection
    Qu, Hua
    Zhang, Yanpeng
    Liu, Wei
    Zhao, Jihong
    CHINESE JOURNAL OF ELECTRONICS, 2019, 28 (05) : 899 - 905
  • [5] A Robust Fuzzy Time Series Forecasting Method Based on Multi-partition and Outlier Detection
    QU Hua
    ZHANG Yanpeng
    LIU Wei
    ZHAO Jihong
    Chinese Journal of Electronics, 2019, 28 (05) : 899 - 905
  • [6] Fuzzy time series forecasting method based on hesitant fuzzy sets
    Bisht, Kamlesh
    Kumar, Sanjay
    EXPERT SYSTEMS WITH APPLICATIONS, 2016, 64 : 557 - 568
  • [7] Intuitionistic Fuzzy Sets Based Method for Fuzzy Time Series Forecasting
    Joshi, Bhagawati P.
    Kumar, Sanjay
    CYBERNETICS AND SYSTEMS, 2012, 43 (01) : 34 - 47
  • [8] Fuzzy forecasting based on fuzzy time series
    Lee, HS
    Chou, MT
    INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2004, 81 (07) : 781 - 789
  • [9] A Modified Method of Forecasting Enrollments Based on Fuzzy Time Series
    Feng, Hao
    Wang, Hongxu
    Guo, Jianchun
    Zhang, Fujin
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON SOFT COMPUTING IN INFORMATION COMMUNICATION TECHNOLOGY, 2014, : 176 - 179
  • [10] A Computational Method of Forecasting Based on Intuitionistic Fuzzy Sets and Fuzzy Time Series
    Joshi, Bhagawati P.
    Kumar, Sanjay
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON SOFT COMPUTING FOR PROBLEM SOLVING (SOCPROS 2011), VOL 2, 2012, 131 : 993 - 1000