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the small-community phenomenon in networks
Li Angsheng; Peng Pan
2012
发表期刊Mathematical Structures in Computer Science
ISSN0960-1295
卷号22期号:3页码:373-407
摘要We investigate several geometric models of networks that simultaneously have some nice global properties, including the small-diameter property, the small-community phenomenon, which is defined to capture the common experience that (almost) everyone in society also belongs to some meaningful small communities, and the power law degree distribution, for which our result significantly strengthens those given in van den Esker (2008) and Jordan (2010). These results, together with our previous work in Li and Peng (2011), build a mathematical foundation for the study of both communities and the small-community phenomenon in various networks. In the proof of the power law degree distribution, we develop the method of alternating concentration analysis to build a concentration inequality by alternately and iteratively applying both the sub- and super-martingale inequalities, which seems to be a powerful technique with further potential applications. © Copyright Cambridge University Press 2012.; We investigate several geometric models of networks that simultaneously have some nice global properties, including the small-diameter property, the small-community phenomenon, which is defined to capture the common experience that (almost) everyone in society also belongs to some meaningful small communities, and the power law degree distribution, for which our result significantly strengthens those given in van den Esker (2008) and Jordan (2010). These results, together with our previous work in Li and Peng (2011), build a mathematical foundation for the study of both communities and the small-community phenomenon in various networks. In the proof of the power law degree distribution, we develop the method of alternating concentration analysis to build a concentration inequality by alternately and iteratively applying both the sub- and super-martingale inequalities, which seems to be a powerful technique with further potential applications. © Copyright Cambridge University Press 2012.
收录类别EI ; SCI
关键词Mathematical Techniques
部门归属(1) State Key Laboratory of Computer Science Institute of Software Chinese Academy of Sciences P.O. Box 8718 Beijing 100190 China; (2) School of Information Science and Engineering Graduate University of China Academy of Sciences China
学科领域Computer Science
资助者NSFC 60325206; Chinese Academy of Sciences; Institute of Software, Chinese Academy of Sciences
语种英语
WOS记录号WOS:000303819500001
引用统计
内容类型期刊论文
URI标识http://ir.iscas.ac.cn/handle/311060/14908
专题中国科学院软件研究所
推荐引用方式
GB/T 7714
Li Angsheng,Peng Pan. the small-community phenomenon in networks[J]. Mathematical Structures in Computer Science,2012,22(3):373-407.
APA Li Angsheng,&Peng Pan.(2012).the small-community phenomenon in networks.Mathematical Structures in Computer Science,22(3),373-407.
MLA Li Angsheng,et al."the small-community phenomenon in networks".Mathematical Structures in Computer Science 22.3(2012):373-407.
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