2008 · 155 citations · 15 references
Active ContributorsEngineeringSemanticsSemantic WebText MiningComputational Social ScienceSocial Semantic WebSocial MediaInformation RetrievalData ScienceSemantic Content-based RecommenderLanguage StudiesUser ModelingContent AnalysisBasic Content PersonalizationKnowledge DiscoveryE-service PersonalizationPersonalized SearchCold-start ProblemPersonalized AnalyticsSemantic TaggingSocial ComputingHuman-computer InteractionContent ObjectCollaborative Filtering
Basic content personalization consists in matching up the attributes of a user profile, in which preferences and interests are stored, with the attributes of a content object. The Web 2.0 (r)evolution and the advent of user generated content have changed the game for personalization, since the role of people has evolved from passive consumers of information to that of active contributors. One of the forms of user generated content that has drawn more attention from the research community is folksonomy, a taxonomy generated by users who collaboratively annotate and categorize resources of interests with freely chosen keywords called tags.
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A study of cross-validation and bootstrap for accuracy estimation and model selection
Ron Kohavi · 1995 · 10.7K citations
A comparison of event models for naive bayes text classification
Andrew McCallum, Kamal Nigam · 1998 · 3.2K citations