TY - GEN
T1 - Deep Dive on Politician Impersonating Accounts in Social Media
AU - Zarei, Koosha
AU - Farahbakhsh, Reza
AU - Crespi, Noel
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/6/1
Y1 - 2019/6/1
N2 - There is an ever-growing number of users who duplicate the social media accounts of celebrities or generally impersonate their presence on online social media as well as Instagram. Of course, this has led to an increasing interest in detecting fake profiles and investigating their behaviour. We begin this research by targeting a few famous politicians, including Donald J. Trump, Barack Obama, and Emmanuel Macron and collecting their activity for the period of 3 months using a specifically-designed crawler across Instagram. We then experimented with several profile characteristics such as username, display name, biography, and profile picture to identify impersonator among 1,5M unique users. Using publicly crawled data, our model was able to distinguish crowds of impersonators and political bots. We continued by providing an analysis of the characteristics and behaviour of these impersonators. Finally, we conclude the analysis by classifying impersonators into four different categories.
AB - There is an ever-growing number of users who duplicate the social media accounts of celebrities or generally impersonate their presence on online social media as well as Instagram. Of course, this has led to an increasing interest in detecting fake profiles and investigating their behaviour. We begin this research by targeting a few famous politicians, including Donald J. Trump, Barack Obama, and Emmanuel Macron and collecting their activity for the period of 3 months using a specifically-designed crawler across Instagram. We then experimented with several profile characteristics such as username, display name, biography, and profile picture to identify impersonator among 1,5M unique users. Using publicly crawled data, our model was able to distinguish crowds of impersonators and political bots. We continued by providing an analysis of the characteristics and behaviour of these impersonators. Finally, we conclude the analysis by classifying impersonators into four different categories.
KW - Fake profile
KW - Impersonation
KW - Instagram
KW - Political Bot Detection
KW - Social Network Analysis
KW - User profiling.
U2 - 10.1109/ISCC47284.2019.8969645
DO - 10.1109/ISCC47284.2019.8969645
M3 - Conference contribution
AN - SCOPUS:85078878684
T3 - Proceedings - IEEE Symposium on Computers and Communications
BT - Proceedings - IEEE Symposium on Computers and Communications
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2019 IEEE Symposium on Computers and Communications, ISCC 2019
Y2 - 29 June 2019 through 3 July 2019
ER -