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Significance-based multi-scale method for network community detection and its application in disease-gene prediction

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成果类型:
期刊论文
作者:
Hu, Ke;Xiang, Ju*;Yu, Yun-Xia*;Tang, Liang;Xiang, Qin;...
通讯作者:
Yu, Yun-Xia;Xiang, Ju
作者机构:
[Yu, Yun-Xia; Hu, Ke] Xiangtan Univ, Sch Phys & Optoelect Engn, Xiangtan, Hunan, Peoples R China.
[Xiang, Ju; Zhang, Yan] Cent South Univ, Sch Comp Sci & Engn, Changsha, Hunan, Peoples R China.
[Li, Jian-Ming; Xiang, Qin; Xiang, Ju; Zhang, Yan; Tang, Liang] Changsha Med Univ, Sch Basic Med Sci, Changsha, Hunan, Peoples R China.
[Li, Jian-Ming] Cent South Univ, Xiang Ya Hosp, Dept Neurol, Changsha, Hunan, Peoples R China.
[Li, Jian-Ming] Xiangya Boai Rehabil Hosp, Dept Rehabil, Changsha, Hunan, Peoples R China.
通讯机构:
[Yu, Yun-Xia] X
[Xiang, Ju] C
Xiangtan Univ, Sch Phys & Optoelect Engn, Xiangtan, Hunan, Peoples R China.
Cent South Univ, Sch Comp Sci & Engn, Changsha, Hunan, Peoples R China.
Changsha Med Univ, Sch Basic Med Sci, Changsha, Hunan, Peoples R China.
语种:
英文
期刊:
PLOS ONE
ISSN:
1932-6203
年:
2020
卷:
15
期:
3
页码:
e0227244
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China [61702054, 81873780]; Hunan Provincial Natural Science Foundation of ChinaNatural Science Foundation of Hunan Province [2018JJ3568, 2019JJ50697]; Training Program for Excellent Young Innovators of Changsha [kq1905045, kq1905047]; Scientific Research Fund of Education Department of Hunan Province [17A024, 18B539, 19B072]; Hunan Key Laboratory Cultivation Base of the Research and Development of Novel Pharmaceutical Preparations [2016TP1029]; Hunan Provincial Innovation Platform and Talents Program [2018RS3105]; Hunan Provincial Science and Technology Department [[2018]85]; Human Provincial Health and Family Planning Commission [[2018]85]; Hunan Provincial Commission of Health and Family Planning [[2017]144]; Hunan Provincial Science and Technology Department Clinical Medical Technology Innovation GuideProject [2018SK50711]
机构署名:
本校为其他机构
院系归属:
医学院
摘要:
Community detection in complex networks is an important issue in network science. Several statistical measures have been proposed and widely applied to detecting the communities in various complex networks. However, due to the lack of flexibility resolution, some of them have to encounter the resolution limit and thus are not compatible with multi-scale structures of complex networks. In this paper, we investigated a statistical measure of interest for community detection, Significance [Sci. Rep. 3 (2013) 2930], and analyzed its critical behaviors based on the theoretical derivation of critica...

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