Title :
A Divide-and-Conquer System Based Radial Basis Function Networks with Sub-network Compromise Algorithm
Author :
Rongbo, Huang ; Suixun, Guo
Author_Institution :
Dept. of Math., Guangdong Pharm. Univ., Guangzhou, China
Abstract :
A Divide-and-Conquer System based Radial Basis Function networks (DCRBF) is presented in this paper. This DCRBF is composed of sub-RBF networks which take low-dimensional inputs respectively. The output of DCRBF is the sum of sub-RBF networks´. The competitive algorithm is given to learn all parameters in DCRBF. The experimental results show that the DCRBF outperforms the conventional Extended Radial Basis Function Network (ENRBF) under Mean Square Error (MSE) standard.
Keywords :
divide and conquer methods; mean square error methods; radial basis function networks; divide-and-conquer system; mean square error standard; radial basis function networks; sub-network compromise algorithm; Electronic mail; Independent component analysis; Information technology; Intelligent networks; Magnetic resonance imaging; Particle separators; Pharmaceuticals; Principal component analysis; Radial basis function networks; Statistics; DCRBF; Sub-RBF Compromise Algorithm;
Conference_Titel :
Intelligent Information Technology Application, 2009. IITA 2009. Third International Symposium on
Conference_Location :
Nanchang
Print_ISBN :
978-0-7695-3859-4
DOI :
10.1109/IITA.2009.450
