Citadel: An Automated Abuse Detection System to Detect And Prevent Abusive Behaviors over Emails

Ishita Haque, Rudaiba Adnin, Sadia Afroz, Faria Huq, Sazan Mahbub, S. Azam, A. A. Islam
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Abstract

Even though emails are identified as a prominent source of exchanging abusive behaviors, very little work has explored abuse over emails. In our accepted paper in NSysS 2021, we explore perceptions of users on types of abuse detection systems for emails, revealing privacy concerns and lack of control in human-moderator-based systems and a noteworthy demand for an automated system. Motivated by the findings, we iteratively develop an automated abuse detection system "Citadel" for emails in two sequential phases and evaluate in both phases - first over 39 participants through in-person demonstrations, and second over 21 participants through a 3-day field study and over 63 participants through a video demonstration. Evaluation results portray efficacy, efficiency, and user acceptance of "Citadel" in detecting and preventing abusive emails.
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城堡:一个自动滥用检测系统,以检测和防止滥用行为的电子邮件
尽管电子邮件被认为是交换虐待行为的主要来源,但很少有研究通过电子邮件进行虐待。在我们在NSysS 2021上接受的论文中,我们探讨了用户对电子邮件滥用检测系统类型的看法,揭示了基于人为版主的系统中的隐私问题和缺乏控制,以及对自动化系统的值得注意的需求。受调查结果的启发,我们分两个阶段迭代开发了一个自动滥用检测系统“Citadel”,用于电子邮件,并在两个阶段进行评估——第一阶段通过现场演示对39名参与者进行评估,第二阶段通过为期3天的实地研究对21名参与者进行评估,并通过视频演示对63名参与者进行评估。评估结果描述了“Citadel”在检测和防止滥用电子邮件方面的功效、效率和用户接受度。
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