Review of Ontology-based Semantic Similarity Measuring
Sun Haixia1 Qian Qing1 Cheng Ying2
1(Institute of Medical Information, Chinese Academy of Medical Sciences, Beijing 100020, China) 2(Department of Information Management, Nanjing University, Nanjing 210093,China)
Based on the general definition and dissertation for semantic similarity measuring of Ontology, this paper makes a review of research on the Ontology-based semantic similarity measures，introduces edge counting measures, information content measures, feature-based measures and hybrid measures respectively. At last, it points out the direction of future work from macroscopic perspective.
孙海霞,钱庆,成颖. 基于本体的语义相似度计算方法研究综述*[J]. 现代图书情报技术, 2010, 26(1): 51-56.
Sun Haixia,Qian Qing,Cheng Ying. Review of Ontology-based Semantic Similarity Measuring. New Technology of Library and Information Service, DOI：10.11925/infotech.1003-3513.2010.01.10.
［1］ Semantic Similarity Measures in MeSH Ontology and Their Application to Information
Retrieval on Medline［EB/OL］. ［2007-12-10］.http://www.intelligence.tuc.gr/publications/Hliautakis.pdf.
［2］ Gruher T R.A Translation Approach to Portable Ontology Specifications［J］. Knowledge
Acquisition, 1993,5(2):199-220.
［3］ 荀恩东,颜伟.基于语义网计算英语词语相似度［J］.情报学报,2006,25(1):43-48.
［4］ Raftopoulou P, Petrakis E. Semantic Similarity Measures: A Comparison Study［R］.2005.
［5］ 黄果,周竹荣.基于领域本体的语义相似度计算研究［J］.计算机工程与科学,2007,29(5):112-117.
［6］张忠平,赵海亮,张志惠.基于本体的概念相似度计算［J］.计算机工程,2009,35(7):17-19
［7］An Information-Theoretic Definition of Similarity［EB/OL］. ［2007-12-20］. http://www.cs.ualberta.ca/lindek/papers/sim.pdf.
［8］ Rada R, Mili H, Bicknell E, et al. Development and Application of a Metric on Semantic
Nets［J］. IEEE Transactions on Systems, Man, and Cybernetics, 1989,19(1):17-30.
［9］ Richardson R, Smeaton A, Murphy J. Using WordNet as a Knowledge Base for Measuring
Semantic Similarity Between Words［EB/OL］. ［2008-12-02］. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.124.4773&rep=rep1&type=pdf.
［10］ Wu Z, Palmer M. Verb Semantics and Lexical Selection［C］. In: Proceedings of the 32nd
Annual Meeting of the Associations for Computational Linguistics.1994:133-138.
［11］ Antoniou G, Van Harmelen F. A Semantic Web Primer［M］. The Mit Press,2004:200-208.
［12］ Li Y H, Bandar Z A, McLean D. An Approach for Measuring Semantic Similarity Between
Words Using Multiple Information Sources［J］.IEEE Transactions on Knowledge and Data
Engineering, 2003,15(4):871-882.
［13］Leacock C,Chodorow M. Filling in a Sparse Training Space for Word Sense Identification
［EB/OL］.［2009-02-25］. http://arxiv.org/PS_cache/cmp-lg/pdf/9511/9511007v1.pdf.
［14］ Hirst G, St-Onge D. Lexical Chains as Representations of Context for the Detection and
Correction of Malapropisms［C］. In:Proceedings of Fellbaum.1998:305-332.
［15］ Budanitsky A, Hirst G. Semantic Distance in WordNet: An Experimental,Application-oriented Evaluation of Five Measures［EB/OL］. ［2009-05-25］. http://www.cs.toronto.edu/pub/gh/Budanitsky+Hirst-2001.pdf.
［16］ Resnik O. Semantic Similarity in a Taxonomy: An Information-Based Measure and Its
Application to Problems of Ambiguity and Natural Language［J］. Journal of Artificial Intelligence Research, 1999(11):95-130.
［17］ Lord 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.
［18］ Lin D. Principle-based Parsing Without Overgeneration［C］. In: Proceedings of the 31st
Annual Meeting of the Association for Computational Linguistics.1993:112-120.
［19］ Jiang J J,Conrath D W. Semantic Similarity Based on Corpus Statistics and Lexical
Taxonomy［EB/OL］. ［2008-12-02］.http://arxiv.org/PS_cache/cmp-lg/pdf/9709/9709008v1.pdf.
［20］ 潘谦红,王炬,史忠植.基于属性论的文本相似度计算［J］.计算机学报,1999,22(6):651-655.
［21］ Tversky A. Features of Similarity［J］. Psycological Review, 1977,84(4):327-352.
［22］ Sabou M, Richards D, Van Splunter S. An Experience Report on Using DAML-S［EB/OL］.
［2008-12-02］.http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.7.529&rep=rep1&type=pdf.
［23］ Knappe R, Bulskov H, Andreasen T. On Similarity Measures for Content-based Querying
［C］. In: Proceedings of the 10th International Fuzzy Systems Association World Congress.2003:400-403.
［24］ 黄宏斌,董发花,邓苏,等.一种跨本体的语义相似度计算方法［J］.计算机科学,2008,35(7):153-156.
［25］ 曹泽文,钱杰,张维明,等.一种综合的概念相似度计算方法［J］.计算机科学,2007,34(3):174-175,191.
［26］吴开贵,万洪波,朱郑州.一种基于语义的本体概念相似度的计算方法［J］.计算机科学,2008,35(5):123- 124,146.
［27］ 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.
［28］ 夏天.中文信息处理中的相似度计算研究与应用［D］.北京:北京理工大学,2005.
［29］ 左秀然.基于概念相似度的本体映射系统研究［D］. 武汉：武汉理工大学，2008.
［30］ 王惠敏,聂规划,付魁.领域本体中基于多维特征的语义相似度算法研究［J］.情报杂志,2008,27(10):28-30.
［31］张忠平,田淑霞,刘洪强.一种综合的本体相似度计算方法［J］.计算机科学,2007,35(12):142-145,182.
