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Zhang, Zhong-Yuan, Kai-Di Sun, and Si-Qi Wang. "Enhanced Community Structure Detection in Complex Networks with Partial Background Information." Scientific reports 3 (2013).
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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
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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.
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ͨѶ×÷ÕßµØÖ·: Zhang, ZY (ͨѶ×÷Õß)
        Cent Univ Finance & Econ, Sch Math & Stat, Beijing, Peoples R China.
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        [ 1 ] Cent Univ Finance & Econ, Sch Math & Stat, Beijing, Peoples R China
µç×ÓÓʼþµØÖ·:zhyuanzh@gmail.com
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»ù½ð×ÊÖú»ú¹¹        ÊÚȨºÅ
National Natural Science Foundation of China        
61203295
Program for Innovation Research in Central University of Finance and Economics          
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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
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ÎÄÏ×ÀàÐÍ:Article
ÓïÖÖ:English
Èë²ØºÅ: WOS:000327515300002
ISSN: 2045-2322
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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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Ìú³æ (³õÈëÎÄ̳)

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
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

Ó°×ÓÔÆ0935

Ìú³æ (³õÈëÎÄ̳)

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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
ÒÑÔÄ   »Ø¸´´ËÂ¥   ¹Ø×¢TA ¸øTA·¢ÏûÏ¢ ËÍTAºì»¨ TAµÄ»ØÌû

shamolvzhou

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ÒýÓûØÌû:
3Â¥: Originally posted by Ó°×ÓÔÆ0935 at 2014-02-27 18:57:06
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
Sc ...

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