Structure and tie strengths in mobile communication networks

被引:1143
作者
Onnela, J.-P.
Saramaki, J.
Hyvonen, J.
Szabo, G.
Lazer, D.
Kaski, K.
Kertesz, J.
Barabasi, A.-L.
机构
[1] Aalto Univ, Lab Comp Engn, FI-02015 Helsinki, Finland
[2] Univ Oxford, Clarendon Lab, Dept Phys, Oxford OX1 3PU, England
[3] Univ Notre Dame, Dept Phys, Notre Dame, IN 46556 USA
[4] Univ Notre Dame, Ctr Complex Networks Res, Notre Dame, IN 46556 USA
[5] Harvard Univ, Ctr Canc Syst Biol, Dana Farber Canc Inst, Boston, MA 02115 USA
[6] Harvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
[7] Budapest Univ Technol & Econ, Dept Theoret Phys, H-1111 Budapest, Hungary
基金
美国国家科学基金会;
关键词
complex systems; complex networks; diffusion and spreading; phase transition; social systems;
D O I
10.1073/pnas.0610245104
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
Electronic databases, from phone to e-mails logs, currently provide detailed records of human communication patterns, offering novel avenues to map and explore the structure of social and communication networks. Here we examine the communication patterns of millions of mobile phone users, allowing us to simultaneously study the local and the global structure of a society-wide communication network. We observe a coupling between interaction strengths and the network's local structure, with the counterintuitive consequence that social networks are robust to the removal of the strong ties but fall apart after a phase transition if the weak ties are removed. We show that this coupling significantly slows the diffusion process, resulting in dynamic trapping of information in communities and find that, when it comes to information diffusion, weak and strong ties are both simultaneously ineffective.
引用
收藏
页码:7332 / 7336
页数:5
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