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SCIÊÕ¼ Enhanced Community Structure Detection in Complex Networks with Partial Background Information ×÷Õß:Zhang, ZY (Zhang, Zhong-Yuan)[ 1 ] ; Sun, KD (Sun, Kai-Di)[ 1 ] ; Wang, SQ (Wang, Si-Qi)[ 1 ] SCIENTIFIC REPORTS ¾í: 3 ÎÄÏ׺Å: UNSP 3241 DOI: 10.1038/srep03241 ³ö°æÄê: NOV 19 2013 ²é¿´ÆÚ¿¯ÐÅÏ¢ ÕªÒª Community structure detection in complex networks is important since it can help better understand the network topology and how the network works. However, there is still not a clear and widely-accepted definition of community structure, and in practice, different models may give very different results of communities, making it hard to explain the results. In this paper, different from the traditional methodologies, we design an enhanced semi-supervised learning framework for community detection, which can effectively incorporate the available prior information to guide the detection process and can make the results more explainable. By logical inference, the prior information is more fully utilized. The experiments on both the synthetic and the real-world networks confirm the effectiveness of the framework. ×÷ÕßÐÅÏ¢ ͨѶ×÷ÕßµØÖ·: Zhang, ZY (ͨѶ×÷Õß) Cent Univ Finance & Econ, Sch Math & Stat, Beijing, Peoples R China. µØÖ·: [ 1 ] Cent Univ Finance & Econ, Sch Math & Stat, Beijing, Peoples R China µç×ÓÓʼþµØÖ·:zhyuanzh@gmail.com »ù½ð×ÊÖúÖÂл »ù½ð×ÊÖú»ú¹¹ ÊÚȨºÅ National Natural Science Foundation of China 61203295 Program for Innovation Research in Central University of Finance and Economics ²é¿´»ù½ð×ÊÖúÐÅÏ¢ ³ö°æÉÌ NATURE PUBLISHING GROUP, MACMILLAN BUILDING, 4 CRINAN ST, LONDON N1 9XW, ENGLAND Àà±ð / ·ÖÀà Ñо¿·½Ïò:Science & Technology - Other Topics Web of Science Àà±ð:Multidisciplinary Sciences ÎÄÏ×ÐÅÏ¢ ÎÄÏ×ÀàÐÍ:Article ÓïÖÖ:English Èë²ØºÅ: WOS:000327515300002 ISSN: 2045-2322 ÆäËûÐÅÏ¢ IDS ºÅ: 259GL Web of Science ºËÐĺϼ¯ÖÐµÄ "ÒýÓõIJο¼ÎÄÏ×": 14 Web of Science ºËÐĺϼ¯ÖÐµÄ "±»ÒýƵ´Î": 0 |
5Â¥2014-03-02 10:14:03
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Enhanced community structure detection in complex networks with partial background information ÖøÕß Zhang, Zhong-Yuan; Sun, Kai-Di; Wang, Si-Qi ×ÊÔ´ Science Citation Index Expanded ³ö°æÎïÃû³Æ Scientific reports ³ö°æÉÌ NATURE PUBLISHING GROUP ISSN 2045-2322 EISSN 2045-2322 DOI 10.1038/srep03241 |
2Â¥2014-02-27 18:54:39
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Enhanced community structure detection in complex networks with partial background information ÖøÕß Zhang, Zhong-Yuan; Sun, Kai-Di; Wang, Si-Qi ×ÊÔ´ Science Citation Index Expanded ³ö°æÎïÃû³Æ Scientific reports ³ö°æÉÌ NATURE PUBLISHING GROUP ISSN 2045-2322 EISSN 2045-2322 DOI 10.1038/srep03241 |
3Â¥2014-02-27 18:57:06
shamolvzhou
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