Navigating networks by using homophily and degree

被引:77
作者
Simsek, Oezguer [1 ]
Jensen, David [1 ]
机构
[1] Univ Massachusetts, Dept Comp Sci, Amherst, MA 01003 USA
关键词
complex networks; search algorithms; social network analysis;
D O I
10.1073/pnas.0800497105
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
Many large distributed systems can be characterized as networks where short paths exist between nearly every pair of nodes. These include social, biological, communication, and distribution networks, which often display power-law or small-world structure. A central challenge of distributed systems is directing messages to specific nodes through a sequence of decisions made by individual nodes without global knowledge of the network. We present a probabilistic analysis of this navigation problem that produces a surprisingly simple and effective method for directing messages. This method requires calculating only the product of the two measures widely used to summarize all local information. It outperforms prior approaches reported in the literature by a large margin, and it provides a formal model that may describe how humans make decisions in sociological studies intended to explore the social network as well as how they make decisions in more naturalistic settings.
引用
收藏
页码:12758 / 12762
页数:5
相关论文
共 9 条
[1]   Search in power-law networks [J].
Adamic, L.A. ;
Lukose, R.M. ;
Puniyani, A.R. ;
Huberman, B.A. .
Physical Review E - Statistical, Nonlinear, and Soft Matter Physics, 2001, 64 (4 II) :461351-461358
[2]  
Baeza-Yates R.A., 1999, Modern Information Retrieval
[3]   An experimental study of search in global social networks [J].
Dodds, PS ;
Muhamad, R ;
Watts, DJ .
SCIENCE, 2003, 301 (5634) :827-829
[4]   REVERSAL SMALL-WORLD EXPERIMENT [J].
KILLWORTH, PD ;
BERNARD, HR .
SOCIAL NETWORKS, 1978, 1 (02) :159-192
[5]  
Kleinberg J., 2000, Proceedings of the Thirty Second Annual ACM Symposium on Theory of Computing, P163, DOI 10.1145/335305.335325
[6]  
KLEINBERG J, 2001, ADV NEURAL INFO PROC, V14, P163
[7]   Navigation in a small world - It is easier to find short chains between points in some networks than others. [J].
Kleinberg, JM .
NATURE, 2000, 406 (6798) :845-845
[8]   EXPERIMENTAL STUDY OF SMALL WORLD PROBLEM [J].
TRAVERS, J ;
MILGRAM, S .
SOCIOMETRY, 1969, 32 (04) :425-443
[9]   Identity and search in social networks [J].
Watts, DJ ;
Dodds, PS ;
Newman, MEJ .
SCIENCE, 2002, 296 (5571) :1302-1305