期刊文献+

中文领域本体学习中术语的自动抽取 被引量:14

Automatic domain-specific term extraction in Chinese domain ontology learning
下载PDF
导出
摘要 提出一种领域术语自动抽取的混合策略,首先进行多字词候选术语抽取和分词,然后合并其结果,最后通过领域相关度和领域主题一致度抽取出最终领域术语。在多字词抽取和最终领域术语抽取阶段分别对现有方法进行了改进,降低了字符串分解的时间复杂度并提高了领域术语抽取的准确率和召回率。实验表明,术语抽取准确率为90.64%,优于现有的抽取方法。 This paper introduced a hybrid strategy to extract domain-specific terms automatically. At the beginning, executed multi-word candidate extraction and Chinese word segmentation at the same time with two threads. Then merged their result sets. Finally extracted the domain-specific terms with domain relevance and domain topic consensus method. In multi-word candidate extraction and domain-specific term extraction periods, it improved the presented methods respectively to decrease time complexity of string decomposing and increase the precision and recall. Experimental results show that the precision of hy- brid method achieves 90.64% , which is better than that of presented Chinese domain-specific term extraction methods.
出处 《计算机应用研究》 CSCD 北大核心 2009年第7期2652-2655,共4页 Application Research of Computers
基金 电子工程学院博士研究生创新基金资助项目(2008006)
关键词 领域术语抽取 领域主题一致度 领域本体学习 多字词候选术语 字符串分解 domain-specific term extraction domain topic consensus domain ontology learning multi-word candidate terms string decomposing
  • 相关文献

参考文献17

  • 1李善平,尹奇韡,胡玉杰,郭鸣,付相君.本体论研究综述[J].计算机研究与发展,2004,41(7):1041-1052. 被引量:275
  • 2杜小勇,李曼,王珊.本体学习研究综述[J].软件学报,2006,17(9):1837-1847. 被引量:242
  • 3BUITELAAR P, CIMIANO P, MAGNINI B. Ontology learning from text:an overview[ M]//BUITELAAR P, CIMIANO P, MAGNINI B. Ontology learning from text: methods, evaluation and applications. Amsterdam : ISO Press,2005.
  • 4OAKES M P, PAICE C. Term extraction for automatic abstracting [M]//BOURIGAULT D, JACQUEMIN C, LI-IOMME M C. Recent advances in computational terminology. Amsterdam/Philadelphia: John Benjamins Publishing Company,2001:353-370.
  • 5MAEDCHE A, STAAB S. Ontology learning[ M ]//STAAB S, STUDERR. Handbook on ontologies in information system. Heidelberg: Springer-Verlag ,2004 : 173-190.
  • 6AVANCINI H, SEBASTIANI F. Expanding domain-specific lexicons by term categorization[ C ]//Proc of the 18th ACM Symposium on Applied Computing. New York : ACM Press,2003:793-797.
  • 7VELARDI P, MISSIKOFF M, BASILI R. Identification of relevant terms to support the construction of domain ontologies[ C ]//Proc of Workshop on Human Language Technologies and Knowledge Management. Morristown: Association for Computational ,2001 : 1- 8.
  • 8SHAMSFARD M, BARFOROUSH A. Learning ontologies from natural language texts[ J]. Int'l Journal Human-Computer Studies,2004, 60(1) :17-63.
  • 9MAEDCHE A, VOLZ R. The ontology extraction and maintenance framework Text-to-Onto [ C ]//Proc of Conference on Data Management and Knowledge Management. US : DMKM,2001.
  • 10NAVIGLI R, VELARDI P, GANGEMI A. Ontology learning and its application to automated terminology translation[ J]. IEEE Intelligent Systems,2003,18(1) :22-31.

二级参考文献101

  • 1杜波,田怀凤,王立,陆汝占.基于多策略的专业领域术语抽取器的设计[J].计算机工程,2005,31(14):159-160. 被引量:26
  • 2郑家恒,卢娇丽.关键词抽取方法的研究[J].计算机工程,2005,31(18):194-196. 被引量:41
  • 3D Fensel,C Bussler.The Web service modeling framework WSMF.http://www.wsmo.org/papers/publications/wsmf.paper.pdf,2004-05-18
  • 4D Fensel,V R Benjamins,E Motta,et al.UPML:A framework for knowledge system reuse.The 16th Int'l Joint Conf on AI (IJCAI-99),Sweden,1999
  • 5P Karp,M Riley,S Paley,et al.EcoCyc:Electronic encyclopedia of E coli genes and metabolism.Nucleic Acids Research,1999,27(1):55~58
  • 6A Gangemi,G Steve,F Giacomelli.ONIONS:An ontological methodology for taxonomic knowledge integration.The ECAI-96 Workshop on Ontological Engineering,Budapest,1996
  • 7R S Cost,et al.ITTALKS:A case study in DAML and the semantic Web.IEEE Intelligent Systems,2002,17(1):40~47
  • 8S Tolia,D Khushraj,T Finin.ITTalks event notification service:An illustrative case for services in the agentcities network.The 1st Int'l Workshop on Agentcities:Challenges in Open Agent Systems,Bologna,Italy,2002
  • 9J Padget,W Barbera-Medina.A bed and breakfast reservation service.The 1st Int'l Workshop on Agentcities:Challenges in Open Agent Systems,Bologna,Italy,2002
  • 10R Stevens,et al.TAMBIS:Transparent access to multiple bioinformatics information sources.Bioinformatics,2000,16(2):184~185

共引文献584

同被引文献127

引证文献14

二级引证文献105

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部