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2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology
When You Doubt, Abstain: From Misclassification to Epoché in Automatic Text Categorisation
Lyon, France
August 22-August 27
ISBN: 978-0-7695-4513-4
This paper describes how natural language processing and ontologies are exploited for automatic text categorisation. The approach introduced is part of the MANENT system, an infrastructure for integrating, structuring and searching Digital Libraries. The procedure of structural information extraction, and of the automatic classification of the records according to natural language understanding and the WordNet Domains taxonomy is discussed. A comparison between two versions of the classification algorithm is conducted and the improvements of the new approach are articulated. In particular, using semantic connections between words refines the classification results while reducing misclassification to no classification.
Index Terms:
automatic text categorisation, natural language processing, wordnet domains, semantic digital libraries
Citation:
Angela Locoro, Daniele Grignani, Viviana Mascardi, "When You Doubt, Abstain: From Misclassification to Epoché in Automatic Text Categorisation," wi-iat, vol. 3, pp.209-212, 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology, 2011
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