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OALib Journal期刊
ISSN: 2333-9721
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Research about link clustering algorithmic based on tensor analysis
基于张量分析的链接聚类算法的研究*

Keywords: multi-link,tensor,modularity,link clustering
多链接,张量,模块化,链接聚类

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Abstract:

Because the multi-link high-dimensional data clustering problem of complex information networks is difficult to handle and less efficient, so we propose a novel link clustering algorithm based on higher order tensor analysis methods and modularity network analysis. Using modularity approach to analysis networks, using multi-dimensional tensor expressed in the form of complex multi-link data, using Tucker tensor decomposition method to reduce the dimensions of the data and the time and space complexity of the algorithm. The effectiveness and robustness of the algorithmic is tested in complex network environment.

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