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Analysis and Improvement of HITS Algorithm for Detecting Web Communitiesby: Saeko N. Satoshi
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AbstractIn this paper, we discuss problems with HITS (HyperlinkInduced Topic Search) algorithm, which capitalizes on hyperlinks to extract topic-bound communities of web pages. Despite its theoretically sound foundations, we observed HITS algorithm failed in real applications. In order to understand this problem, we developed a visualization tool LinkViewer, which graphically presents the extraction process. This tool helped reveal that a large and densely linked set of unrelated Web pages in the base...
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