A subgraph isomorphism algorithm based on Hopfield neural network

被引:0
|
作者
Yu, ES [1 ]
Wang, XC
机构
[1] Dalian Univ Technol, Dept Comp Sci & Engn, Dalian 116023, Peoples R China
[2] Dalian Univ Technol, Dept Engn Mech, Dalian 116023, Peoples R China
[3] Dalian Univ Technol, State Key Lab Anal Ind Equipment, Dalian 116023, Peoples R China
来源
ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 1 | 2004年 / 3173卷
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A subgraph isomorphism algorithm using 2D continuous Hopfield neural network is presented in this paper. Given two graphs G(1) and G(2), the goal is to find a subgraph of G(2) isomorphic to G(1). The rows of the 2D neuron array represent the vertices of G(1), and the columns represent those of G(2). The energy function is defined. The network parameters are deduced from the energy function. The neurons are initialized based on the necessary conditions for subgraph isomorphism. The motion equation is solved using the fourth order Runge-Kutta method. Experimental results show the correctness and validity of the algorithm.
引用
收藏
页码:436 / 441
页数:6
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