A Hybrid Forecasting Model Based on Chaotic Mapping and Improved v-Support Vector Machine

被引:0
|
作者
Wu, Qi [1 ]
Yan, Hongsen [1 ]
Yang, Hongbing [1 ]
机构
[1] Southeast Univ, Sch Automat, Minist Educ, Key Lab Measurement & Control Complex Syst Engn, Nanjing 210096, Peoples R China
关键词
Chaos theory; support vector machine; embedded; genetic algorithm; demand forecasting;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Aiming at the product demand series with multi-dimension, small samples, nonlinearity and multi-apex in manufacturing enterprise, chaos theory is combined with support vector machine, and a kind of chaotic support vector machine named Cv-SVM is proposed. And then, a product demand forecasting method and its relevant parameter-choosing algorithm are put forward. The results of application in car demand forecasting show that the forecasting method based on Cv-SVM is effective and feasible.
引用
收藏
页码:2701 / 2706
页数:6
相关论文
共 50 条
  • [1] Forecasting model of product sales based on the chaotic v-support vector machine
    Wu Q.
    Yan H.
    Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2010, 46 (07): : 128 - 135
  • [2] The forecasting model based on wavelet v-support vector machine
    Wu, Qi
    EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (04) : 7604 - 7610
  • [3] The forecasting model based on fuzzy novel v-support vector machine
    Wu, Qi
    Law, Rob
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (10) : 12028 - 12034
  • [4] An intelligent forecasting model based on robust wavelet v-support vector machine
    Wu, Qi
    Law, Rob
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (05) : 4851 - 4859
  • [5] The hybrid forecasting model based on chaotic mapping, genetic algorithm and support vector machine
    Wu, Qi
    EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (02) : 1776 - 1783
  • [6] Product sales forecasting model based on robust wavelet v-support vector machine
    Wu, Qi
    Yan, Hong-Sen
    Wang, Bin
    Zidonghua Xuebao/ Acta Automatica Sinica, 2009, 35 (07): : 1027 - 1032
  • [7] ROBUST V-SUPPORT VECTOR MACHINE AND ITS APPLICATION TO SALE FORECASTING
    Yan, Hong-Sen
    Tu, Xin
    Wu, Qi
    INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING-THEORY APPLICATIONS AND PRACTICE, 2018, 25 (03): : 387 - 401
  • [8] The complex fuzzy system forecasting model based on triangular fuzzy robust wavelet v-support vector machine
    Wu, Qi
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (12) : 14478 - 14489
  • [9] Improved Hybrid Model Based on Support Vector Regression Machine for Monthly Precipitation Forecasting
    Chen, Xuejun
    Zhu, Suling
    JOURNAL OF COMPUTERS, 2013, 8 (01) : 232 - 239
  • [10] A hybrid Forecasting Model of Discharges based on Support Vector Machine
    Li Shijin
    Jiang Lingling
    Zhu Yuelong
    Bo Ping
    2012 INTERNATIONAL CONFERENCE ON MODERN HYDRAULIC ENGINEERING, 2012, 28 : 136 - 141