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- Edge Counting Methods
Shortest Path:
R. Rada, H. Mili, E. Bicknell, and M. Blettner. Development and Application of a
Metric on Semantic Nets. IEEE Transactions on Systems, Man, and Cybernetics,
19(1):17-30, January/February 1989.
Weighted Links:
R. Richardson, A. Smeaton, and J. Murphy. Using WordNet as a Knowledge
Base for Measuring Semantic Similarity Between Words. Technical ReportWorking
paper CA-1294, School of Computer Applications, Dublin City University,
Dublin, Ireland, 1994.
Wu and Palmer:
Z. Wu and M. Palmer. Verb Semantics and Lexical Selection. In Proceedings
of the 32nd Annual Meeting of the Associations for Computational Linguistics
(ACL'94), pages 133-138, Las Cruces, New Mexico, 1994.
Leacock and Chodorow:
Claudia Leacock and Martin Chodorow. Combining local context and WordNet
similarity for word sense identification, in "Christianne Fellbaum. WordNet: An Electronic Lexical Database. The MIT
press, 1998".
Li et al:
Yuhua Li, Zuhair A. Bandar, and David McLean. An Approach for Measuring
Semantic Similarity between Words Using Multiple Information Sources. IEEE
Transactions on Knowledge and Data Engineering, 15(4):871-882, July/August
2003
- Information Content Methods
Lin:
D. Lin. Principle-Based Parsing Without Overgeneration. In Proceedings of the
31st Annual Meeting of the Association for Computational Linguistics (ACL'93),
pages 112-120, Columbus, Ohio, 1993.
Lord et al:
P.W. Lord, R.D. Stevens, A. Brass, and C.A. Goble. Investigating Semantic Similarity
Measures across the Gene Ontology: the Relationship between Sequence
and Annotation. Bioinformatics, 19(10):1275-83, 2003
Jiang et al:
Jiang: J.J. Jiang and D.W. Conrath. Semantic Similarity Based on Corpus Statistics
and Lexical Taxonomy. In Proceedings of the International Conference on Research
in Computational Linguistic, Taiwan, 1998
Resnik:
O. Resnik. Semantic Similarity in a Taxonomy: An Information-Based Measure
and its Application to Problems of Ambiguity and Natural Language. Journal
of Artificial Intelligence Research, 11:95-130, 1999.
- Feature Based Methods
Tversky:
A. Tversky. Features of Similarity. Psycological Review, 84(4):327-352, 1977
- Hybrid Methods
Rodriguez:
M.A. Rodriguez and M.J. Egenhofer. Determining Semantic Similarity Among
Entity Classes from Dirent Ontologies. IEEE Transactions on Knowledge and
Data Engineering, 15(2):442-456, March/April 2003
X-Similarity:
Euripides G.M. Petrakis, Giannis Varelas, Angelos Hliaoutakis, Paraskevi Raftopoulou,
Design and Evaluation of Semantic Similarity Measures for Concepts Stemming from the Same or Different Ontologies,
4th Workshop on Multimedia Semantics (WMS'06), Chania, Crete, Greece, June 19-21, 2006, pp. 44-52.
[pdf].
Click here for transparencies.
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