Information Technology And Control · 2007 · 27 citations · 5 references
ComputingComputer ScienceInformation RetrievalKnowledge RepresentationNatural Language ProcessingDocument AnalysisDocument ClusteringDocument RepresentationText ClusteringText MiningText RepresentationClusteringMatchingOntology-based Knowledge RepresentationSemantic Document Representation
Text documents are very significant in the contemporary organizations, moreover their constant accumulation enlarges the scope of document storage. Standard text mining and information retrieval techniques of text document usually rely on word matching. An alternative way of information retrieval is clustering. In this paper we suggest to complement the traditional clustering method by document repre-sentation based on tagging, and to improve clustering results by using knowledge technology – ontology. The proposed method solves locally applied language incompact usage in the process of document clus-tering.
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Text Clustering Based on Background Knowledge
Andreas Hotho, Steffen Staab, Gerd Stumme · Environmental Research · 2003 · 59 citations
Using Topic Keyword Clusters for Automatic Document Clustering
Hsi-Cheng Chang, Chiun‐Chieh Hsu · 2005 · 22 citations