An Optimal Algorithm in Scale-Free Networks

被引:0
作者
Dai, Shangping [1 ]
Dong, Hui [2 ]
机构
[1] Hua Zhong Normal Univ, Dept Comp Sci, Wuhan 430079, Peoples R China
[2] Hua Zhong Normal Univ, Dept Facil & Lab Mangement, Wuhan 430079, Peoples R China
来源
2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11 | 2008年
关键词
Data mining; Genetic Algorithm; Association rules; hubs; scale-free networks;
D O I
10.1109/CCDC.2008.4598180
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose an algorithm that can be efficiently used to search through scale-free networks. The algorithm uses local information such as the identities and connectedness of a node's neighbours, and its neighbours, but not the target's global position. We demonstrate that our search algorithm work well on a simulative networks, scale with the number of nodes, and may help reduce the network search traffic that tends to cripple such networks. We have studied how optimize nodes on a scale-free network using an association rules mining based on a novel Genetic Algorithm, we have proposed an designed specifically for discovering association rules. We compare the results of the Algorithm with the results of Apriori algorithm, and, it is better than it through the theoretic analysis and the experimental results. It can improve networks' robustness.
引用
收藏
页码:4497 / +
页数:2
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