Weighted Fuzzy Time Series Forecasting Model

被引:0
|
作者
Wang, Jia-Wen [1 ]
Liu, Jing-Wei [2 ]
机构
[1] Nanhua Univ, Dept Elect Commerce Management, 32 Chung Kcng Li, Chiayi 62248, Taiwan
[2] Taipei Coll Maritime Technol, Dept Multimedia & Game Sci, Taipei, Taiwan
关键词
Fuzzy time series; trend variations; fuzzy clustering; tracking signal; ENROLLMENTS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Traditional time series methods fail to forecast the problems with linguistic historical data. An alternative forecasting method such as fuzzy time series is needed to deal with these kinds of problems. This study proposes a fuzzy time series method based on trend variations. In experiments and comparisons, the enrollment at the University of Alabama is adopted to illustrate and verify the proposed method, respectively. This paper utilizes the tracking signal to compares the forecasting accuracy of proposed model with other methods, and the comparison results show that the proposed method has better performance than other methods.
引用
收藏
页码:408 / +
页数:3
相关论文
共 50 条
  • [1] Weighted fuzzy time series models for TAIEX forecasting
    Yu, HK
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2005, 349 (3-4) : 609 - 624
  • [2] Trend-weighted fuzzy time-series model for TAIEX forecasting
    Cheng, Ching-Hsue
    Chen, Tai-Liang
    Chiang, Chen-Han
    NEURAL INFORMATION PROCESSING, PT 3, PROCEEDINGS, 2006, 4234 : 469 - 477
  • [3] Fuzzy Reasoning Based Time Series Forecasting Using Weighted Subsethood Model
    Mansor, Rosnalini
    Othman, Mahmod
    Kasim, Maznah Mat
    ADVANCED SCIENCE LETTERS, 2017, 23 (09) : 9094 - 9097
  • [4] Fuzzy time series model based on weighted association rule for financial market forecasting
    Cheng, Ching-Hsue
    Chen, Chung-Hsi
    EXPERT SYSTEMS, 2018, 35 (04)
  • [5] Weighted fuzzy c-means time series forecasting
    Department of Applied Mathematics, University of Nottingham Malaysia Campus, Jalan Broga, Semenyih, Selangor
    43500, Malaysia
    Int J Inf Manage Sci, 3 (253-269):
  • [6] Modified Weighted for Enrollment Forecasting Based on Fuzzy Time Series
    Lee, Muhammad Hisyam
    Efendi, Riswan
    Ismail, Zuhaimy
    MATEMATIKA, 2009, 25 (01) : 67 - 78
  • [7] A Weighted Fuzzy Integrated Time Series for Forecasting Tourist Arrivals
    Suhartono
    Lee, Muhammad Hisyam
    Javedani, Hossein
    INFORMATICS ENGINEERING AND INFORMATION SCIENCE, PT II, 2011, 252 : 206 - +
  • [8] A vector forecasting model for fuzzy time series
    Li, Sheng-Tun
    Kuo, Shu-Ching
    Cheng, Yi-Chung
    Chen, Chih-Chuan
    APPLIED SOFT COMPUTING, 2011, 11 (03) : 3125 - 3134
  • [9] A Hybrid Model of Fuzzy time Series for Forecasting
    Wang Jue
    Qiao JianZhong
    MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 2694 - 2698
  • [10] A Hybrid Fuzzy Time Series Model for Forecasting
    Hassan, Saima
    Jaafar, Jafreezal
    Samir, Brahim B.
    Jilani, Tahseen A.
    ENGINEERING LETTERS, 2012, 20 (01) : 88 - 93