Community Structure in Time-Dependent, Multiscale, and Multiplex Networks

被引:1437
作者
Mucha, Peter J. [1 ,2 ]
Richardson, Thomas [1 ,3 ]
Macon, Kevin [1 ]
Porter, Mason A. [4 ,5 ]
Onnela, Jukka-Pekka [6 ,7 ]
机构
[1] Univ N Carolina, Dept Math, Carolina Ctr Interdisciplinary Appl Math, Chapel Hill, NC 27599 USA
[2] Univ N Carolina, Inst Adv Mat Nanosci & Technol, Chapel Hill, NC 27599 USA
[3] N Carolina State Univ, Raleigh, NC 27695 USA
[4] Univ Oxford, Math Inst, Oxford Ctr Ind & Appl Math, Oxford OX1 3LB, England
[5] Univ Oxford, CABDyN Complex Ctr, Oxford OX1 1HP, England
[6] Harvard Univ, Sch Med, Dept Hlth Care Policy, Boston, MA 02115 USA
[7] Harvard Univ, Harvard Kennedy Sch, Cambridge, MA 02138 USA
关键词
D O I
10.1126/science.1184819
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Network science is an interdisciplinary endeavor, with methods and applications drawn from across the natural, social, and information sciences. A prominent problem in network science is the algorithmic detection of tightly connected groups of nodes known as communities. We developed a generalized framework of network quality functions that allowed us to study the community structure of arbitrary multislice networks, which are combinations of individual networks coupled through links that connect each node in one network slice to itself in other slices. This framework allows studies of community structure in a general setting encompassing networks that evolve over time, have multiple types of links (multiplexity), and have multiple scales.
引用
收藏
页码:876 / 878
页数:3
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