TY - JOUR

T1 - Comparative study between functions distributed network and ordinary neural network

AU - Xiong, Qingyu

AU - Hirasawa, Kotaro

AU - Hu, Jinglu

AU - Murata, Junichi

PY - 2001

Y1 - 2001

N2 - In this paper, a functions distributed network, named Universal Learning Networks with Branch Control of Relative Strength (ULNs with BR), is proposed. The point of the paper is to adjust the outputs of the intermediate nodes of the basic network using an additional branch control network. The adjustment means to multiply the nodes outputs by the coefficients ranging from zero to one, which is obtained from the branch control network. Therefore, the following are characterized in ULNs with BR, (1) the branch is cut when the coefficient of its branch is zero, and (2) multiplication is carried out in the nodes outputs adjustment when the coefficient takes a nonzero value. ULNs with BR is applied to two-spirals problem. The simulation results show that ULNs with BR exhibits better performance than the conventional neural networks with comparable complexity.

AB - In this paper, a functions distributed network, named Universal Learning Networks with Branch Control of Relative Strength (ULNs with BR), is proposed. The point of the paper is to adjust the outputs of the intermediate nodes of the basic network using an additional branch control network. The adjustment means to multiply the nodes outputs by the coefficients ranging from zero to one, which is obtained from the branch control network. Therefore, the following are characterized in ULNs with BR, (1) the branch is cut when the coefficient of its branch is zero, and (2) multiplication is carried out in the nodes outputs adjustment when the coefficient takes a nonzero value. ULNs with BR is applied to two-spirals problem. The simulation results show that ULNs with BR exhibits better performance than the conventional neural networks with comparable complexity.

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U2 - 10.1109/ICSMC.2001.973504

DO - 10.1109/ICSMC.2001.973504

M3 - Article

AN - SCOPUS:0035723112

SN - 0884-3627

VL - 3

SP - 1548

EP - 1553

JO - Proceedings of the IEEE International Conference on Systems, Man and Cybernetics

JF - Proceedings of the IEEE International Conference on Systems, Man and Cybernetics

ER -