An overview of social network analysis

被引:135
作者
Oliveira, Marcia
Gama, Joao [1 ]
机构
[1] Univ Porto, Fac Econ, P-4100 Oporto, Portugal
关键词
COMMUNITY STRUCTURE; COMPLEX NETWORKS; CENTRALITY;
D O I
10.1002/widm.1048
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Data mining is being increasingly applied to social networks. Two relevant reasons are the growing availability of large volumes of relational data, boosted by the proliferation of social media web sites, and the intuition that an individual's connections can yield richer information than his/her isolate attributes. This synergistic combination can show to be germane to a variety of applications such as churn prediction, fraud detection and marketing campaigns. This paper attempts to provide a general and succinct overview of the essentials of social network analysis for those interested in taking a first look at this area and oriented to use data mining in social networks. C (C) 2012 Wiley Periodicals, Inc.
引用
收藏
页码:99 / 115
页数:17
相关论文
共 61 条
[31]   CENTRALITY IN SOCIAL NETWORKS CONCEPTUAL CLARIFICATION [J].
FREEMAN, LC .
SOCIAL NETWORKS, 1979, 1 (03) :215-239
[32]   Community structure in social and biological networks [J].
Girvan, M ;
Newman, MEJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (12) :7821-7826
[33]  
Granovetter M., 1974, Getting a Job: A Study of Contacts and Careers
[34]   THE STRENGTH OF WEAK TIES [J].
GRANOVETTER, MS .
AMERICAN JOURNAL OF SOCIOLOGY, 1973, 78 (06) :1360-1380
[35]   Functional cartography of complex metabolic networks [J].
Guimerà, R ;
Amaral, LAN .
NATURE, 2005, 433 (7028) :895-900
[36]   NETWORKS OF SEXUAL CONTACTS - IMPLICATIONS FOR THE PATTERN OF SPREAD OF HIV [J].
GUPTA, S ;
ANDERSON, RM ;
MAY, RM .
AIDS, 1989, 3 (12) :807-817
[37]   Authoritative sources in a hyperlinked environment [J].
Kleinberg, JM .
JOURNAL OF THE ACM, 1999, 46 (05) :604-632
[38]  
Knoke D., 2008, QUANTITATIVE APPL SO, V154
[39]   Empirical analysis of an evolving social network [J].
Kossinets, G ;
Watts, DJ .
SCIENCE, 2006, 311 (5757) :88-90
[40]  
MILGRAM S, 1967, PSYCHOL TODAY, V1, P61