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Adversarial Web Search

机译:对抗式网络搜索

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摘要

Web search engines have become indispensable tools for finding content. As the popularity of the Web has increased, the efforts to exploit the Web for commercial, social, or political advantage have grown, making it harder for search engines to discriminate between truthful signals of content quality and deceptive attempts to game search engines' rankings. This problem is further complicated by the open nature of the Web, which allows anyone to write and publish anything, and by the fact that search engines must analyze ever-growing numbers of Web pages. Moreover, increasing expectations of users, who over time rely on Web search for information needs related to more aspects of their lives, further deepen the need for search engines to develop effective counter-measures against deception. In this monograph, we consider the effects of the adversarial relationship between search systems and those who wish to manipulate them, a field known as "Adversarial Information Retrieval". We show that search engine spammers create false content and misleading links to lure unsuspecting visitors to pages filled with advertisements or mal-ware. We also examine work over the past decade or so that aims to discover such spamming activities to get spam pages removed or their effect on the quality of the results reduced.rnResearch in Adversarial Information Retrieval has been evolving over time, and currently continues both in traditional areas (e.g., link spam) and newer areas, such as click fraud and spam in social media, demonstrating that this conflict is far from over.
机译:网络搜索引擎已成为查找内容必不可少的工具。随着Web的普及程度的提高,为商业,社会或政治优势而利用Web的努力也在增加,这使得搜索引擎更难以区分内容质量的真实信号和对游戏搜索引擎排名的欺骗性尝试。 Web的开放特性(允许任何人编写和发布任何东西)以及搜索引擎必须分析不断增长的Web页面数量这一事实使这个问题变得更加复杂。此外,随着时间的流逝,越来越多的用户依赖于Web搜索来获取与他们生活中更多方面相关的信息需求,这对用户的期望越来越高,这进一步加深了对搜索引擎制定有效的反欺骗措施的需求。在本专题中,我们考虑了搜索系统与希望操纵它们的系统之间的对抗性关系的影响,该领域称为“专业信息检索”。我们表明,搜索引擎垃圾邮件发送者会创建虚假内容和误导性链接,以诱使毫无戒心的访问者浏览充满广告或恶意软件的网页。我们还检查了过去十年左右的时间,目的是发现此类垃圾邮件活动以删除垃圾邮件页面或降低其对结果质量的影响。rn对抗性信息检索的研究一直在不断发展,目前在传统区域(例如,链接垃圾邮件)和更新的区域,例如社交媒体中的点击欺诈和垃圾邮件,表明这种冲突还没有结束。

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