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Research on an ontology-based language model

  • Harbin Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Ontology is widely applied to various areas of natural language processing, which regarded as a modeling tool of conceptual model of describing information in the level of semantic and knowledge. In this paper, we put forward an ontology-based language model with the ontological character, which is language-independent and can be used in cross-language information processing. Construct an ontology representation of feature information using a similarity framework; get the usage of feature information in using semantics, pragmatics, syntactic, etc. by specifically machine learning method and express as abstract ontology knowledge of feature information. Processing actual document, the usage of feature information will be got in actual document and the similarity can be evaluated with ontology knowledge. We did three experiments in Chinese, i.e. IR, text similarity computing, specific information identification. The preliminary experiment testifies that recall and precision is advanced.

Original languageEnglish
Title of host publicationProceedings of the International Conference on Chinese Computing 2005, ICCC 2005
EditorsLi Haizhou, Zhang Min, Dong Minghui
PublisherChinese and Oriental Languages Information Processing Society (COLIPS)
ISBN (Electronic)9810530072, 9789810530075
StatePublished - 2005
EventInternational Conference on Chinese Computing 2005, ICCC 2005 - Singapore, Singapore
Duration: 21 Mar 200523 Mar 2005

Publication series

NameProceedings of the International Conference on Chinese Computing 2005, ICCC 2005

Conference

ConferenceInternational Conference on Chinese Computing 2005, ICCC 2005
Country/TerritorySingapore
CitySingapore
Period21/03/0523/03/05

Keywords

  • Knowledge acquirement
  • Language model
  • Natural language processing
  • Ontology
  • Ontology representation

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