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
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;
Conference_Titel :
Industrial Mechatronics and Automation (ICIMA), 2010 2nd International Conference on
Conference_Location :
Wuhan, China
Print_ISBN :
978-1-4244-7653-4
DOI :
10.1109/ICINDMA.2010.5538255