The DARPA Twitter Bot Challenge

被引:223
作者
Subrahmanian, V. S. [1 ]
Azaria, Amos [2 ]
Durst, Skylar [3 ]
Kagan, Vadim [3 ]
Galstyan, Aram [4 ]
Lerman, Kristina [5 ]
Zhu, Linhong [6 ]
Ferrara, Emilio [7 ]
Flammini, Alessandro [8 ]
Menczer, Filippo [9 ]
机构
[1] Univ Maryland, Inst Adv Comp Studies, College Pk, MD 20742 USA
[2] Carnegie Mellon Univ, Machine Learning Dept, Pittsburgh, PA 15213 USA
[3] SentiMetrix, Bethesda, MD USA
[4] Univ Southern Calif, Comp Sci, Los Angeles, CA USA
[5] Univ Southern Calif, Dept Comp Sci, Los Angeles, CA USA
[6] Univ Southern Calif, Inst Informat Sci, Los Angeles, CA USA
[7] Indiana Univ, Bloomington, IN 47405 USA
[8] Indiana Univ, Sch Informat & Comp, Bloomington, IN 47405 USA
[9] Indiana Univ, Ctr Complex Networks & Syst Res, Bloomington, IN 47405 USA
基金
美国国家科学基金会;
关键词
ONLINE;
D O I
10.1109/MC.2016.183
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
From politicians and nation states to terrorist groups, numerous organizations reportedly conduct explicit campaigns to influence opinions on social media, posing a risk to freedom of expression. Thus, there is a need to identify and eliminate "influence bots"-realistic, automated identities that illicitly shape discussions on sites like Twitter and Facebook-before they get too influential.
引用
收藏
页码:38 / 46
页数:9
相关论文
共 25 条
[1]  
[Anonymous], 2011, Fifth International AAAI Conference on Weblogs and Social Media, DOI 10.1609/icwsm.v5i1.14127
[2]  
[Anonymous], 2012, P 21 WWW
[3]  
[Anonymous], NY TIMES
[4]   Latent Dirichlet allocation [J].
Blei, DM ;
Ng, AY ;
Jordan, MI .
JOURNAL OF MACHINE LEARNING RESEARCH, 2003, 3 (4-5) :993-1022
[5]   Fast unfolding of communities in large networks [J].
Blondel, Vincent D. ;
Guillaume, Jean-Loup ;
Lambiotte, Renaud ;
Lefebvre, Etienne .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2008,
[6]   Graph Regularized Nonnegative Matrix Factorization for Data Representation [J].
Cai, Deng ;
He, Xiaofei ;
Han, Jiawei ;
Huang, Thomas S. .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2011, 33 (08) :1548-1560
[7]  
Cesarano C., 2004, P AAAI SPRING S COMP
[8]   Detecting Automation of Twitter Accounts: Are You a Human, Bot, or Cyborg? [J].
Chu, Zi ;
Gianvecchio, Steven ;
Wang, Haining ;
Jajodia, Sushil .
IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING, 2012, 9 (06) :811-824
[9]  
Danezis G., 2009, 20096 MSR TR
[10]  
Dickerson JP, 2014, 2014 PROCEEDINGS OF THE IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM 2014), P620, DOI 10.1109/ASONAM.2014.6921650