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Key-Nodes Mining Algorithm Based on Communities
基于社区的关键节点挖掘算法

Keywords: key-nodes,community detection,social networks,degree centrality,influence degree
关键节点
,社区发现,社会网络,频度中心度,影响度

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Abstract:

When mining the key-nodes from large-scale networks, the traditional methods are poor efficiency. To address this defect, a new algorithm, which based on communities, is presented for mining the key-nodes. First, it improved the community detection algorithms, and then put forward an algorithm based on degree centrality of the node for mining the key-nodes. The experimental results show that when applying the new algorithm to mine the key-nodes from communities, not only the influence degree of mining is guaranteed, but also the efficiency is improved significantly.

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