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A Survey of Web Clustering Engines

机译:Web集群引擎概述

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Web clustering engines organize search results by topic, thus offering a complementary view to the flat-ranked list returned by conventional search engines. In this survey, we discuss the issues that must be addressed in the development of a Web clustering engine, including acquisition and preprocessing of search results, their clustering and visualization. Search results clustering, the core of the system, has specific requirements that cannot be addressed by classical clustering algorithms. We emphasize the role played by the quality of the cluster labels as opposed to optimizing only the clustering structure. We highlight the main characteristics of a number of existing Web clustering engines and also discuss how to evaluate their retrieval performance. Some directions for future research are finally presented.
机译:Web集群引擎按主题组织搜索结果,从而提供了对常规搜索引擎返回的平排名列表的补充视图。在本次调查中,我们讨论了Web群集引擎开发中必须解决的问题,包括搜索结果的获取和预处理,它们的群集和可视化。搜索结果聚类(系统的核心)具有特定的要求,而传统的聚类算法无法满足这些要求。我们强调群集标签的质量所发挥的作用,而不是仅优化群集结构。我们重点介绍了许多现有Web群集引擎的主要特征,并讨论了如何评估其检索性能。最后提出了一些未来研究的方向。

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