论文标题

现代社交网络中修饰的大规模分析

Large-scale analysis of grooming in modern social networks

论文作者

Lykousas, Nikolaos, Patsakis, Constantinos

论文摘要

通过为用户提供更多功能,社交网络正在不断发展,以吸引他们的用户更多。最吸引人的是流媒体。用户可以将部分日常生活的一部分广播给全球数千个其他人,并实时与他们互动。不幸的是,据报道,此功能被利用用于修饰。在这项工作中,我们为社交直播服务提供了对此问题的第一个深入分析。更准确地说,使用我们收集的数据集,我们确定掠夺性行为并进行围绕绕过Liveme的适度机制(正在研究的服务)的聊天。除了传统的文本方法之外,我们还研究了这种情况下表情符号的相关性,以及通过Liveme的礼物机制进行的用户交互。最后,我们的分析表明了对未成年人进行修饰的可能性,显示了此类平台中问题的程度。

Social networks are evolving to engage their users more by providing them with more functionalities. One of the most attracting ones is streaming. Users may broadcast part of their daily lives to thousands of others world-wide and interact with them in real-time. Unfortunately, this feature is reportedly exploited for grooming. In this work, we provide the first in-depth analysis of this problem for social live streaming services. More precisely, using a dataset that we collected, we identify predatory behaviours and grooming on chats that bypassed the moderation mechanisms of the LiveMe, the service under investigation. Beyond the traditional text approaches, we also investigate the relevance of emojis in this context, as well as the user interactions through the gift mechanisms of LiveMe. Finally, our analysis indicates the possibility of grooming towards minors, showing the extent of the problem in such platforms.

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