2017 · 78 citations · 16 references
Abuse DetectionComputational Social ScienceHate SpeechSocial MediaSocial Medium MiningSocial Medium MonitoringTwitter WarSocial ComputingCyberbullyingArtsCommunicationLanguage StudiesOnline AggressionContent AnalysisSocial Medium DataAggressionSocial Network AnalysisGamergate Controversy
Over the past few years, online aggression and abusive behaviors have occurred in many different forms and on a variety of platforms. In extreme cases, these incidents have evolved into hate, discrimination, and bullying, and even materialized into real-world threats and attacks against individuals or groups. In this paper, we study the Gamergate controversy. Started in August 2014 in the online gaming world, it quickly spread across various social networking platforms, ultimately leading to many incidents of cyberbullying and cyberaggression. We focus on Twitter, presenting a measurement study of a dataset of 340k unique users and 1.6M tweets to study the properties of these users, the content they post, and how they differ from random Twitter users. We find that users involved in this ``Twitter war'' tend to have more friends and followers, are generally more engaged and post tweets with negative sentiment, less joy, and more hate than random users. We also perform preliminary measurements on how the Twitter suspension mechanism deals with such abusive behaviors. While we focus on Gamergate, our methodology to collect and analyze tweets related to aggressive and bullying activities is of independent interest.
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Abusive Language Detection in Online User Content
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Applied Linguistics, Natural Language Processing, Abuse Detection +14
Detecting spammers on social networks
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Hate Speech Detection with Comment Embeddings
Nemanja Djuric, Jing Zhou, Robin K. Morris et al. · 2015 · 716 citations
Natural Language Processing, Abuse Detection, Hate Speech +13
Detecting Offensive Language in Social Media to Protect Adolescent Online Safety
Ying Chen, Yilu Zhou, Sencun Zhu et al. · 2012 · 634 citations
Abuse Detection, Social Medium Monitoring, Communication +23