期刊文献+

一种基于语义关联度计算的查询扩展方法

A Method of Query Expansion Based on Semantic Correlation Calculation
下载PDF
导出
摘要 语义查询扩展是提高信息检索质量的常用方法之一,针对语义查询扩展容易出现扩展过度的现象,综合多个因素计算语义相似度,考虑用户自定义关系计算语义相关度,引入Sigmoid权重函数计算综合关联度,提高查询扩展的精确度。最后,通过实验表明扩展效果良好。 Semantic query expansion is one of the best methods to improve information retrieval quality.Considering over expansion of semantic query expansion, a new method to calculate comprehensive semantic correlation is proposed, the method took into consideration the multiple factors to calculate semantic similarity and some user-defined object properties to calculate semantic relevancy. Then the sigmoid function is introduced and comprehensive calculation formula is given to increase the accuracy of query. Finally, experiment shows that the method has good expansion effect.
作者 贺海宏 徐丽
出处 《石家庄铁路职业技术学院学报》 2014年第3期72-76,共5页 Journal of Shijiazhuang Institute of Railway Technology
关键词 本体 查询扩展 语义相似度 语义相关度 ontology query expansion semantic similarity semantic relevancy
  • 相关文献

参考文献9

  • 1刘群,李素建.基于《知网》的词汇语义相似度计算[J].计算语言学及中文信息处理,2002,7:59-76.
  • 2张会影.语义网中本体语义相似度算法研究[J].蚌埠学院学报,2012,1(4):8-11. 被引量:2
  • 3Continuous Output-The sigmoid function.Dublin City University.[EB/OL].(1987-09)[2013-09-26].http://computing.dcu.ie/-humphrys/Notes/Neural/sigmoid.html.
  • 4汪祥,贾焰,周斌,丁兆云,梁政.基于中文维基百科链接结构与分类体系的语义相关度计算[J].小型微型计算机系统,2011,32(11):2237-2242. 被引量:18
  • 5汪祥,贾焰,周斌,等.语义相关度算法Words-240测试集[EB/OL].(2012-10-25)[2013-08-26].http://www.datatang.com/data/43848.
  • 6LEV FINKELSTEIN,EVGENIY GABRILOVICH,YOSSI MATIAS,et al.Placing search in context:the concept revisited[J].ACM Transactions On Information System,2002,20(1):116-131.
  • 7RESNIK EUsing information content to evaluate semantic similarity in a taxonomy[C]//Proceedings of the 14th International Joint Conference on Artificial Intelligence.San Francisco:Morgan Kaufmann Publishers,1995:448-453.
  • 8RESNIK P.Semantic similarity in a taxonomy:an information based measure and its application to problems of ambiguity innatural language[J].Journal of Artificial intelligence Research,1999,11:95- 130.
  • 9LORD P W,STEVENS R D,BRASS A,et al.Investigating semantic similarity measures across the gene ontology:the relationship between sequence and annotation[J].Bioinformatics,2003,19(10):1275- 1283.

二级参考文献22

  • 1曹泽文,钱杰,张维明,邓苏.一种改进的本体映射方法[J].科学技术与工程,2006,6(19):3078-3082. 被引量:11
  • 2唐杰,梁邦勇,李涓子,王克宏.语义Web中的本体自动映射[J].计算机学报,2006,29(11):1956-1976. 被引量:96
  • 3Philip Resnik. Using information content to evaluate semantic simi- larity in a taxonomy [A]. In: C. Raymond Perrault, Chris S. Mellish, Renato deMori eds. Proceedings of the 14th International Joint Conference on Artificial InteUigence [ C]. Montreal: AAAI Press, 1995:448-453.
  • 4George A Miller. WordNet: a lexical database for english [ C].Communications of the ACM, 1995:38( 11 ) :39-41.
  • 5Ted Pedersen, Siddharth Patwardhan, Jason Michelizzi. WordNet: similarity: measuring the relatedness of concepts [ C ]. In: David Palmer, Joseph Polifroni, Deb Roy, eds. Proc. of Human Lan- guage Tectmology conference. Montteal: Association for Computa- tional Linguistics, 2004:38-41.
  • 6Li Yun. Mining semantic knowledge from chinese Wikipedia [D]. Beijing University of Posts and Telecommunications,2009.
  • 7Evgeniy Gabrilovich, Shaul Markovitch. Computing semantic relat edness using Wikipedia-based explicit semantic analysis [ A]. InI Manuela Veloso. Proceedings of the 20th International Joint Confe1 ence on Artificial Intelligence [ C ]. Hyderabad: AAAI Press 2007 : 1606-1611.
  • 8David Milne, Ian H Witten. An effective, low-cost measure of se- mantic relatedness obtained from Wikipedia links [ A]. In: Taylor Matthew, Dfiessens Kurt, Fern Alan eds. Proc. of the 23th Associ- ation for the Advancement of Artificial Intelligence [ C ]. Chicago: AAAI Press,2008:25-30.
  • 9Thomas K Landauer, Peter W Foltz, Darrell Laham. An introduc- tion to latent semantic analysis [ J]. Discourse Processes, 1998,25 (2-3) :259-284.
  • 10Liu Qun,Li Su-jian. Word slmHarlty computing based on how-net [ J]. International Journal of Computational Linguistics & Chinese Language Processing,2002,7 (2) :59-76.

共引文献26

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