TY - GEN
T1 - Epidemic behavior of negative users in online social sites
AU - Liao, Cong
AU - Squicciarini, Anna
AU - Griffin, Christopher
N1 - Publisher Copyright:
Copyright © 2015 ACM.
PY - 2015/3/2
Y1 - 2015/3/2
N2 - With the increasing popularity of user-contributed sites, the phenomenon of "social" pollution, the presence of abusive posts has become increasingly prevalent. In this paper, we describe a novel approach to explain and predict negative behavior spreading dynamics in online social networks by us- ing well-known epidemic models. We show how using pure and hybrid models, it is possible not only to explain the phenomenon of abusiveness in certain online commentaries, but also that it is possible to predict these behavioral pat- terns with properly defined hybrid models. We summarize our results on a large set of experiments on Youtube com- mentaries, and show how the different epidemic patterns of behavior are tied to specific interaction patterns among users.
AB - With the increasing popularity of user-contributed sites, the phenomenon of "social" pollution, the presence of abusive posts has become increasingly prevalent. In this paper, we describe a novel approach to explain and predict negative behavior spreading dynamics in online social networks by us- ing well-known epidemic models. We show how using pure and hybrid models, it is possible not only to explain the phenomenon of abusiveness in certain online commentaries, but also that it is possible to predict these behavioral pat- terns with properly defined hybrid models. We summarize our results on a large set of experiments on Youtube com- mentaries, and show how the different epidemic patterns of behavior are tied to specific interaction patterns among users.
UR - http://www.scopus.com/inward/record.url?scp=84928151616&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84928151616&partnerID=8YFLogxK
U2 - 10.1145/2699026.2699129
DO - 10.1145/2699026.2699129
M3 - Conference contribution
AN - SCOPUS:84928151616
T3 - CODASPY 2015 - Proceedings of the 5th ACM Conference on Data and Application Security and Privacy
SP - 143
EP - 145
BT - CODASPY 2015 - Proceedings of the 5th ACM Conference on Data and Application Security and Privacy
PB - Association for Computing Machinery
T2 - 5th ACM Conference on Data and Application Security and Privacy, CODASPY 2015
Y2 - 2 March 2015 through 4 March 2015
ER -