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Exploring Link-based Algorithm for Web Spam Detection

机译:探索基于链接的Web垃圾邮件检测算法

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摘要

Searching engines are playing more and more important role in discovering information on the web nowadays. Spam web, however, is one of the problems which reduce the efficiency of search engines. A more reasonable consideration is the reversibility of information transition in random walk model. In this paper, we propose TDRank algorithm which is on the basis of the two-direction transmission of information. Several good pages and spam pages are selected to be seeds in this paper. Their trust scores are propagating through both incoming links and outgoing links. Experiment results show that TDRank is effective for combating spam. Besides, a method of seed selection is put forward, seeds selected by our method help the results be more accurate.
机译:如今,搜索引擎在发现网络信息中扮演着越来越重要的角色。但是,垃圾邮件网络是降低搜索引擎效率的问题之一。一个更合理的考虑是随机游走模型中信息转移的可逆性。在本文中,我们提出了基于信息双向传输的TDRank算法。本文选择了几个不错的页面和垃圾邮件页面作为种子。他们的信任度分数通过传入链接和传出链接传播。实验结果表明,TDRank可有效抵制垃圾邮件。此外,提出了一种选种方法,通过我们的方法选择的种子可以使结果更加准确。

著录项

  • 来源
    《Journal of information and computational science》 |2015年第13期|5003-5011|共9页
  • 作者单位

    Tianjin Key Laboratory of Cognitive Computing and Application, School of Computer Science and Technology, Tianjin University, Tianjin 300072, China;

    Tianjin Key Laboratory of Cognitive Computing and Application, School of Computer Science and Technology, Tianjin University, Tianjin 300072, China;

    Tianjin Key Laboratory of Cognitive Computing and Application, School of Computer Science and Technology, Tianjin University, Tianjin 300072, China;

    Tianjin Key Laboratory of Cognitive Computing and Application, School of Computer Science and Technology, Tianjin University, Tianjin 300072, China;

    Tianjin Key Laboratory of Cognitive Computing and Application, School of Computer Science and Technology, Tianjin University, Tianjin 300072, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Spam Web; Reversibility; TDRank Algorithm; Seed Selection;

    机译:垃圾邮件网;可逆性;TDRank算法;选种;

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