Title :
Multi-branch neural networks with branch control
Author :
Yamashita, Takashi ; Hirasawa, Kotaro ; Hu, Jinglu
Author_Institution :
Graduate Sch. of Inf. Sci. & Electr. Eng., Kyushu Univ., Fukuoka, Japan
Abstract :
Multi-branch neural networks have been proposed already to realize compact networks. In this paper, branch control is proposed on the multi-branch neural networks to further enhance the learning and generalization ability of the networks. Branch control is to adjust the values of the signals on the branches depending on the network inputs using an additional branch control network.
Keywords :
function approximation; generalisation (artificial intelligence); learning (artificial intelligence); learning systems; neural nets; branch control networks; functions localization; multibranch neural networks;
Conference_Titel :
SICE 2003 Annual Conference
Conference_Location :
Fukui, Japan
Print_ISBN :
0-7803-8352-4