A Study of Contact Network Generation for Cyber-bullying Detection

Mingmei Li, A. Tagami
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引用次数: 8

Abstract

Cyber-bullying is widely recognized as a serious social problem, especially for adolescents and it is also becoming a threat to the viability of online social networks. Several researchers have proposed digital-communication based frameworks whose goal is to help detect bullying in social networks. In this paper, our study focuses on detecting relation-based cyber-bullying, which is an indirect attack on a human, e.g., isolating a victim by ignoring the victim's messages. Recently, relationship-based cyber-bullying has received attention as a new type of cyber-bullying, and detecting it is still a novel problem. As it attacks a human relationship, the detection should monitor the change of the human relationship. In this paper, for the first step of relation-based cyber-bullying detection, we propose a framework to generate a contact network. The framework consists of two phases for a reduction of false negative, i.e. Students are friends in the school but detected as non-friend in the Social Networking Service (SNS), which is a serious problem for the cyber-bullying detection. Finally, this paper analyzes the collected SNS data with the actual human relationships, and evaluates the proposed framework.
面向网络欺凌检测的接触网络生成研究
网络欺凌被广泛认为是一个严重的社会问题,特别是对青少年来说,它也正在成为在线社交网络生存能力的威胁。一些研究人员提出了基于数字通信的框架,其目标是帮助检测社交网络中的欺凌行为。在本文中,我们的研究重点是检测基于关系的网络欺凌,这是一种对人类的间接攻击,例如,通过忽略受害者的信息来孤立受害者。近年来,基于关系的网络欺凌作为一种新型的网络欺凌受到了广泛的关注,而对其进行检测仍然是一个比较新颖的问题。当它攻击人际关系时,检测应该监测人际关系的变化。在本文中,作为基于关系的网络欺凌检测的第一步,我们提出了一个生成接触网络的框架。该框架包括两个阶段来减少假阴性,即学生在学校是朋友,但在社交网络服务(SNS)中被检测为非朋友,这是网络欺凌检测的一个严重问题。最后,本文将收集到的社交网络数据与实际人际关系进行了分析,并对所提出的框架进行了评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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