• DocumentCode
    3396010
  • Title

    A Grey Machine Learning Model with application to time series

  • Author

    Huang Rongbo ; Weiqiang, Chen

  • Author_Institution
    Dept. of Math., Guangdong Pharm. Univ., Guangzhou, China
  • Volume
    2
  • fYear
    2010
  • fDate
    30-31 May 2010
  • Firstpage
    518
  • Lastpage
    521
  • Abstract
    the Grey Machine Learning Model based Variable Separable (VSGML) is presented in this paper. The VSGML´s function set is composed of the variable separable function. The Divide-and-Conquer architecture based Radial Basis Function (DCRBF) Network is constructed to implement VSGML. This DCRBF is composed of several sub-RBF networks which takes each sub-space as its input. The output of DCRBF is the sum of each sub-RBF networks´ output. The algorithm of DCRBF is given and its approximation ability also is discussed in this paper. The experimental results have shown that the DCRBF is outperforms the conventional RBF.
  • Keywords
    Automation; Electronic mail; Independent component analysis; Machine learning; Machine learning algorithms; Mathematical model; Mathematics; Mechatronics; Pharmaceuticals; Training data; DCRBF; VSGML; variable separable;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Mechatronics and Automation (ICIMA), 2010 2nd International Conference on
  • Conference_Location
    Wuhan, China
  • Print_ISBN
    978-1-4244-7653-4
  • Type

    conf

  • DOI
    10.1109/ICINDMA.2010.5538255
  • Filename
    5538255