Abstract
In this paper we proposed a CDPM (Clique Directed Percolation Method) algorithm, which clusters tightly cohesive cliques as cluster atoms and merge the cluster atoms into communities under the direction of a proposed object function, namely Structure Silhouette Coefficient (SSC). SSC could measure the quality of community divisions which allows communities share actors. Experiments demonstrate our algorithm can divide social networks into communities at a higher quality than compared algorithms.
This work was jointly supported by: (1) National Science Fund for Distinguished Young Scholars (No. 60525110); (2) National 973 Program (No. 2007CB307100, 2007CB307103); (3) Program for New Century Excellent Talents in University (No. NCET-04-0111); (4) Development Fund Project for Electronic and Information Industry (Mobile Service and Application System Based on 3G).
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Wan, L., Liao, J., Zhu, X. (2008). CDPM: Finding and Evaluating Community Structure in Social Networks. In: Tang, C., Ling, C.X., Zhou, X., Cercone, N.J., Li, X. (eds) Advanced Data Mining and Applications. ADMA 2008. Lecture Notes in Computer Science(), vol 5139. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-88192-6_64
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DOI: https://doi.org/10.1007/978-3-540-88192-6_64
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