Ensemble method: Community detection based on game theory

被引:4
作者
Zhang, Xia [1 ]
Xia, Zhengyou [1 ]
Xu, Shengwu [1 ]
Wang, J. D. [1 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing 210015, Jiangsu, Peoples R China
来源
INTERNATIONAL JOURNAL OF MODERN PHYSICS B | 2014年 / 28卷 / 30期
关键词
Community division; game theory; FNCA; LPA; OPTIMIZATION; MODULARITY; NETWORKS;
D O I
10.1142/S0217979214502117
中图分类号
O59 [应用物理学];
学科分类号
摘要
Timely and cost-effective analytics over social network has emerged as a key ingredient for success in many businesses and government endeavors. Community detection is an active research area of relevance to analyze online social network. The problem of selecting a particular community detection algorithm is crucial if the aim is to unveil the community structure of a network. The choice of a given methodology could affect the outcome of the experiments because different algorithms have different advantages and depend on tuning specific parameters. In this paper, we propose a community division model based on the notion of game theory, which can combine advantages of previous algorithms effectively to get a better community classification result. By making experiments on some standard dataset, it verifies that our community detection model based on game theory is valid and better.
引用
收藏
页数:18
相关论文
共 31 条
[1]  
[Anonymous], 1736, Commentarii Academiae Scientiarum Imperialis Petropolitanae
[2]  
[Anonymous], 1991, Linear Programming, DOI [10.1007/978-0-8176-4844-2, DOI 10.1007/978-0-8176-4844-2]
[3]  
[Anonymous], ARXIV07103800
[4]   Optimization with extremal dynamics [J].
Boettcher, S ;
Percus, AG .
PHYSICAL REVIEW LETTERS, 2001, 86 (23) :5211-5214
[5]  
Bollobas B., 1998, Modern graph theory
[6]   A fast parallel modularity optimization algorithm (FPMQA) for community detection in online social network [J].
Bu, Zhan ;
Zhang, Chengcui ;
Xia, Zhengyou ;
Wang, Jiandong .
KNOWLEDGE-BASED SYSTEMS, 2013, 50 :246-259
[7]   Community Structures of Networks [J].
Chen, William Y. C. ;
Dress, Andreas W. M. ;
Yu, Winking Q. .
MATHEMATICS IN COMPUTER SCIENCE, 2008, 1 (03) :441-457
[8]  
Clauset A, 2004, PHYS REV E, V70, DOI 10.1103/PhysRevE.70.066111
[9]   The effect of size heterogeneity on community identification in complex networks [J].
Danon, Leon ;
Diaz-Guilera, Albert ;
Arenas, Alex .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2006,
[10]   Community detection in graphs [J].
Fortunato, Santo .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2010, 486 (3-5) :75-174