From Reaction to Proaction: Unexplored Ways to the Detection of Evolving Spambots

被引:23
作者
Cresci, Stefano [1 ]
Petrocchi, Marinella [1 ]
Spognardi, Angelo [2 ]
Tognazzi, Stefano [3 ]
机构
[1] IIT CNR, Pisa, Italy
[2] Univ Roma La Sapienza, Dept Comp Sci, Rome, Italy
[3] IMT Scuola Alti Studi Lucca, Lucca, Italy
来源
COMPANION PROCEEDINGS OF THE WORLD WIDE WEB CONFERENCE 2018 (WWW 2018) | 2018年
关键词
Online social networks security; proactive spam and bot detection; genetic algorithms; digital DNA; Twitter;
D O I
10.1145/3184558.3191595
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We envisage a revolutionary change in the approach to spambot detection: instead of taking countermeasures only after having collected evidence of new spambot mischiefs, in a near future techniques will be able to anticipate the ever-evolving spammers.
引用
收藏
页码:1469 / 1470
页数:2
相关论文
共 11 条
[1]  
[Anonymous], 2001, An Introduction to Genetic Algorithms. Complex Adaptive Systems
[2]   Exploiting digital DNA for the analysis of similarities in Twitter behaviours [J].
Cresci, Stefano ;
Di Pietron, Roberto ;
Petrocchi, Marinella ;
Spognardi, Angelo ;
Tesconi, Maurizio .
2017 IEEE INTERNATIONAL CONFERENCE ON DATA SCIENCE AND ADVANCED ANALYTICS (DSAA), 2017, :686-695
[3]   The Paradigm-Shift of Social Spambots: Evidence, Theories, and Tools for the Arms Race [J].
Cresci, Stefano ;
Di Pietro, Roberto ;
Petrocchi, Marinella ;
Spognardi, Angelo ;
Tesconi, Maurizio .
WWW'17 COMPANION: PROCEEDINGS OF THE 26TH INTERNATIONAL CONFERENCE ON WORLD WIDE WEB, 2017, :963-972
[4]   DNA-Inspired Online Behavioral Modeling and Its Application to Spambot Detection [J].
Cresci, Stefano ;
Di Pietro, Roberto ;
Petrocchi, Marinella ;
Spognardi, Angelo ;
Tesconi, Maurizio .
IEEE INTELLIGENT SYSTEMS, 2016, 31 (05) :58-64
[5]   Fame for sale: Efficient detection of fake Twitter followers [J].
Cresci, Stefano ;
Di Pietro, Roberto ;
Petrocchi, Marinella ;
Spognardi, Angelo ;
Tesconi, Maurizio .
DECISION SUPPORT SYSTEMS, 2015, 80 :56-71
[6]  
Cresci Stefano, 2017, IEEE T DEPEND SECURE
[7]   The Rise of Social Bots [J].
Ferrara, Emilio ;
Varol, Onur ;
Davis, Clayton ;
Menczer, Filippo ;
Flammini, Alessandro .
COMMUNICATIONS OF THE ACM, 2016, 59 (07) :96-104
[8]  
Ferrara Emilio., 2016, International AAAI Conference on Web and Social Media, P563
[9]  
Ratkiewicz M., 2021, ICWSM, P297, DOI DOI 10.1145/1963192.1963301
[10]  
Steward L, 2018, WSDM 18 WORKSH