EAGER: Detecting and Tracking Cyber Bullying on the Social Web
EAGER: Detecting and Tracking Cyber Bullying on the Social Web
批准号:
1144564
负责人:
Yi Zhang
金额:
$14.73万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2011
资助国家:
美国
项目状态:
已结题
起止时间:
2011-09-01 至 2013-08-31
中文摘要
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英文摘要
As many children are connected to their peers and spend a significant amount of time on social web sites (Facebook, Twitter, etc.), cyber bullying in social media is becoming a severe problem that can lead to serious social, psychological, and health effects. To alleviate the problem, intervention from adults (teachers, parents, law enforcement, social web site moderators, etc.) is the key. However, many victims do not report bullying to adults, and bullies can use aliases and act anonymously, and thus they are difficult to identify. The goal of this exploratory project is to eliminate or at least reduce these problems by developing an intelligent system to automatically detect and track cyber bullies on the social web.This project explores a solution to cyber bullying based on a combination of machine learning, natural language processing, information filtering, and recommendation and social network modeling techniques. The expected results of the project include: (1) algorithm(s) that can detect cyber bullies and bullying messages automatically; (2) piloting results that suggest what prediction accuracy to expect; (3) a preliminary social web bullying detection prototype system and (4) the first labeled social cyber-bullying data set for testing of the prototype and future research in this direction. The project has high risk, as whether such a system can be developed is an untested idea and the task is challenging, largely due to the diversity of bully behaviors, ambiguity, and the special language used by bullies in social media. Results from this research project are expected to create a foundation for future larger-scale projects investigating the cyber-bullying problem in social media, which will eventually make the social interaction much safer for hundreds of millions of children and beyond. Teaching, training and learning will be promoted directly for the graduate students who serve as research assistants and programmers, and several undergraduates will contribute to the programming. The impact will be strengthened by UCSC's ethnic and cultural diversity, its proximity to Silicon Valley, and the PI's industry collaborations. Results of this research, including data generated, publications, and demo software will be available via the project web site (http://users.soe.ucsc.edu/~yiz/bullying/).
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