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Author:

Liu, Lei (Liu, Lei.) | Zhang, Sen (Zhang, Sen.) | Diao, Luhong (Diao, Luhong.) | Cao, Cungen (Cao, Cungen.)

Indexed by:

EI Scopus

Abstract:

Automatic acquisition of ISA relations is a basic problem in knowledge acquisition from text. We present an iterative method extracting ISA relations from large Chinese free text for ontology learning. Firstly, it initially discovers a set of sentences using several special Chinese lexico-syntactic patterns from free text corpus. Secondly we combine outside layer removal and inside layer gathering for acquiring concepts of constituting ISA relation. Finally, ISA relations are verified with multiple features. Extracted ISA relations will be selected for new relation extracting cycle. Experimental results demonstrate good performance of the method for extracting ISA relation from large Chinese corpus. © 2010 ACADEMY PUBLISHER.

Keyword:

Learning systems Knowledge acquisition Iterative methods Information retrieval Ontology Mergers and acquisitions

Author Community:

  • [ 1 ] [Liu, Lei]College of Applied Sciences, Beijing University of Technology, Beijing, China
  • [ 2 ] [Zhang, Sen]College of Applied Sciences, Beijing University of Technology, Beijing, China
  • [ 3 ] [Diao, Luhong]College of Applied Sciences, Beijing University of Technology, Beijing, China
  • [ 4 ] [Cao, Cungen]Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China

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Source :

Journal of Computers

ISSN: 1796-203X

Year: 2010

Issue: 6

Volume: 5

Page: 870-877

ESI Discipline: COMPUTER SCIENCE;

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 7

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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