SEASONAL FORECASTING OF A DECOMPOSED FUZZY EXPONENTIAL SMOOTHING MODEL USING GREY ESTIMATED VALUES

被引:3
作者
Tsaur, Ruey-Chyn [1 ]
机构
[1] Tamkang Univ, Dept Management & Decis Making, Taipei 25137, Taiwan
关键词
exponential smoothing model; fuzzy exponential smoothing model; grey forecasting; seasonal datum; decomposition; REGRESSION;
D O I
10.1080/02533839.2009.9671479
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper proposes a decomposed fuzzy exponential smoothing model to analyze the seasonal time series data in which the secular trend and seasonal effects are transferred. Using the transferred data and the estimated grey value, the fuzzy exponential smoothing equation is solved, resulting in a smaller forecasting error. Then, the decomposed forecasting values are traced back by multiplying the seasonal index and trend values to obtain the seasonal forecasting values. Three examples are provided to illustrate the proposed model. In the training sets, the forecasting errors of the proposed model are better than Holt-Winter's model and the statistically decomposed method. In the test sets, the proposed model is also a better fit for the future trend.
引用
收藏
页码:17 / 31
页数:15
相关论文
共 19 条
  • [1] [Anonymous], J CHINESE I IND ENG, DOI DOI 10.1080/10170660109509472
  • [2] FUZZY REGRESSION IN HYDROLOGY
    BARDOSSY, A
    BOGARDI, I
    DUCKSTEIN, L
    [J]. WATER RESOURCES RESEARCH, 1990, 26 (07) : 1497 - 1508
  • [3] Evaluating Taiwan's air quality variation trends using grey system theory
    Chang, Shuen-Chin
    Pai, Tzu-Yi
    Ho, Hsin-Hsien
    Leu, Horng-Guang
    Shieh, Yein-Rui
    [J]. JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2007, 30 (02) : 361 - 367
  • [4] Deng J., 1985, Grey system fundamental method
  • [5] Deng Julong, 1989, Journal of Grey Systems, V1, P1
  • [6] Hanke J.E., 1998, Business Forecasting
  • [7] Improved grey prediction models for the trans-Pacific air passenger market
    Hsu, CI
    Wen, YH
    [J]. TRANSPORTATION PLANNING AND TECHNOLOGY, 1998, 22 (02) : 87 - 107
  • [8] LEE CT, 1996, P 1996 IFORS VANC CA, P221
  • [9] ON ASSESSING THE H-VALUE IN FUZZY LINEAR-REGRESSION
    MOSKOWITZ, H
    KIM, KJ
    [J]. FUZZY SETS AND SYSTEMS, 1993, 58 (03) : 303 - 327
  • [10] Forecasting bridge deck conditions using fuzzy regression analysis
    Pan, Nang-Fei
    [J]. JOURNAL OF THE CHINESE INSTITUTE OF ENGINEERS, 2007, 30 (04) : 593 - 603