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Entropy Based Identification of Fake Profiles in Social Network 基于熵的社交网络虚假个人资料识别
Pub Date : 1900-01-01 DOI: 10.4018/978-1-7998-1684-3.ch015
Geetika Sarna, M. Bhatia
Cyberbullying is a felonious act carried out against the victim by sending harassing/ embarrassing/ abusing information online. Normally offenders create fake profiles in order to hide their identity for unscrupulous activities. Assuming a fake identity is very harmful as the real picture of the offender is not visible, and also it can become difficult to entrap them. Sometimes, some trustworthy friends can also take advantage of the fake identity in order to harm the victim. Culprits can reveal victim's personal information like financial details, personal history, family, etc., and along with it, he can harass, threaten or blackmail the victim using fake profiles and permeates that information on the social network. So, it is necessary to resolve this issue. In this article, the authors used the concept of entropy and cross entropy to identify fake profiles as entropy works on the degree of uncertainty. Also, this article shows the comparison of proposed method with the existing classifiers.
网络欺凌是一种通过在网上发送骚扰/尴尬/辱骂信息对受害者实施的重罪行为。通常情况下,罪犯创建虚假档案是为了隐藏自己的身份,从事不道德的活动。假设一个假身份是非常有害的,因为罪犯的真实照片是不可见的,而且很难诱骗他们。有时,一些值得信赖的朋友也会利用假身份来伤害受害者。罪犯可以泄露受害者的个人信息,如财务细节、个人历史、家庭等,同时,他可以用虚假的个人资料骚扰、威胁或勒索受害者,并将这些信息渗透到社交网络上。因此,有必要解决这个问题。在本文中,作者使用熵和交叉熵的概念来识别虚假配置文件,因为熵在不确定程度上起作用。并将本文提出的方法与现有的分类器进行了比较。
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引用次数: 0
Technological Help to Prevent and Reduce Cyberbullying 预防和减少网络欺凌的技术帮助
Pub Date : 1900-01-01 DOI: 10.4018/978-1-5225-8076-8.CH004
G. Marzano
This chapter intends to present the most common technological solutions that can be implemented to prevent and reduce cyberbullying. Three main questions will be addressed: How can children stay safe online? What can the information technology (IT) industry do to combat cyberbullying? How effective is automatic cyberbullying detection? The chapter will illustrate the progress that has been made to reduce cyberbullying through technological means and discuss the notion of industry self-regulation. Indeed, the IT industry has a responsibility to respect societal obligations towards users, especially when users are children. While many companies in the industry are working responsibly on solutions for the safer use of technology, some global internet service providers are involved in the illicit use of users' personal data. As a consequence, problems of online safety cannot be solved locally, but through concerted actions undertaken at an international level.
本章旨在介绍可用于预防和减少网络欺凌的最常见技术解决方案。将解决三个主要问题:儿童如何确保上网安全?资讯科技业如何打击网络霸凌?自动网络欺凌检测的效果如何?本章将说明通过技术手段减少网络欺凌所取得的进展,并讨论行业自我监管的概念。事实上,IT行业有责任尊重对用户的社会义务,特别是当用户是儿童时。尽管该行业的许多公司都在负责任地为更安全地使用技术制定解决方案,但一些全球互联网服务提供商却参与了非法使用用户个人数据的行为。因此,网络安全问题不能在局部解决,而是需要在国际层面采取协调一致的行动。
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引用次数: 1
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Developing Safer Online Environments for Children
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