2006 · 44 citations · 23 references
Search Engine OptimizationEngineeringNoise ControlSemantic WebLink PredictionText MiningNoise ReductionWeb GraphComputational Social ScienceInformation RetrievalData ScienceData MiningSocial SearchNoiseLink AnalysisSocial Network AnalysisSearch Engine IndustryKnowledge DiscoveryNoisy DataComputer ScienceTodobr Search EngineSearch Engine DesignSignal ProcessingNetwork ScienceBusinessSpeech ProcessingSearch Engines
The currently booming search engine industry has determined many online organizations to attempt to artificially increase their ranking in order to attract more visitors to their web sites. At the same time, the growth of the web has also inherently generated several navigational hyperlink structures that have a negative impact on the importance measures employed by current search engines. In this paper we propose and evaluate algorithms for identifying all these noisy links on the web graph, may them be spam or simple relationships between real world entities represented by sites, replication of content, etc. Unlike prior work, we target a different type of noisy link structures, residing at the site level, instead of the page level. We thus investigate and annihilate site level mutual reinforcement relationships, abnormal support coming from one site towards another, as well as complex link alliances between web sites. Our experiments with the link database of the TodoBR search engine show a very strong increase in the quality of the output rankings after having applied our techniques.
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The PageRank Citation Ranking : Bringing Order to the Web
Lawrence M. Page, Sergey Brin, Rajeev Motwani et al. · 1999 · 12.6K citations
Authoritative sources in a hyperlinked environment
Jon Kleinberg · Journal of the ACM · 1999 · 9K citations · Full text
Accurately interpreting clickthrough data as implicit feedback
Thorsten Joachims, Laura Granka, Bing Pan et al. · 2005 · 1.4K citations
Syntactic clustering of the Web
Andrei Broder, S. Glassman, Mark S. Manasse et al. · Computer Networks and ISDN Systems · 1997 · 1.3K citations
Natural Language Processing, Document Clustering, Web Mining +11
Trawling the Web for emerging cyber-communities
Ravi Kumar, Prabhakar Raghavan, Sridhar Rajagopalan et al. · Computer Networks · 1999 · 1K citations
Community Network, Computational Social Science, Social Media +7