Proceedings of the 3rd International Conference on Communication and Information Processing · 2017 · 15 citations · 5 references
EngineeringSimilarity MeasureSemantic WebCorpus LinguisticsText MiningInformation RetrievalData ScienceData MiningComputational LinguisticsLanguage StudiesSingle Descriptive TermsDocument ClusteringSimilarity SearchKnowledge DiscoveryComputer ScienceComfortable InstrumentsTextual ContentsVector Space ModelLinguisticsSemantic Similarity
Centroids are comfortable instruments to represent queries and whole texts by single descriptive terms. They can be used to determine the similarity of textual contents and to (hierarchically) cluster sets of documents. However, their computation strictly following the concept's definition may use a plenty of time and hinder any practical application. A more demonstrative view on the meaning and topological interpretation of the definition leads to the derivation of a graph-based algorithm using the well-known spreading activation technique, which is described in this contribution. The experimental results obtained using co-occurrence graphs of varying sizes underline the high performance of this method which is -last but not least- brought about by its clear local working principle.
5
Measures of the Amount of Ecologic Association Between Species
Lee R. Dice · Ecology · 1945 · 11.7K citations
Chris Biemann · 2006 · 312 citations · Full text
Natural Language Processing, Document Clustering, Engineering +15
Centroid Terms as Text Representatives
Mario Kubek, Herwig Unger · 2016 · 41 citations
Towards a librarian of the web
Mario Kubek, Herwig Unger · 2016 · 13 citations
Web Mining, Search Technology, Search Engine Optimization +13