Collaborative blacklist generation via searches-and-clicks

Lung Hao Lee, Hsin Hsi Chen

研究成果: 書貢獻/報告類型會議論文篇章同行評審

3 引文 斯高帕斯(Scopus)


This paper presents an intent conformity model to collaboratively generate blacklists for cyberporn filtering. A novel porn detection framework via searches-and-clicks is proposed to explore collective intelligence embedded in query logs. Firstly, the clicked pages are represented in terms of the weighted queries to reflect the degrees related to pornography. Consequently, these weighted queries are regarded as discriminative features to calculate the pornography indicator by an inverse chi-square method for candidate determination. Finally, a candidate whose URL contains at least one pornographic keyword is included in our collaborative blacklists. The experiments on a MSN porn data set indicate that the generated blacklist achieves a high precision, while maintaining a favorably low false positive rate. In addition, real-life filtering simulations reveal that our blacklist is more effective than some publicly released blacklists.

主出版物標題CIKM'11 - Proceedings of the 2011 ACM International Conference on Information and Knowledge Management
出版狀態已出版 - 2011
事件20th ACM Conference on Information and Knowledge Management, CIKM'11 - Glasgow, United Kingdom
持續時間: 24 10月 201128 10月 2011


名字International Conference on Information and Knowledge Management, Proceedings


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國家/地區United Kingdom


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