Evolutionary algorithm based on different semantic similarity functions for synonym recognition in the biomedical domain

Knowledge-Based Systems

Volumn 37, Issue , 2013, Pages 62-69

  Chaves González, José M ^a   Martínez Gil, Jorge ^a  

^a UNIVERSITY OF EXTREMADURA   (Spain)

Author keywords

Differential evolution; Evolutionary computation; Semantic similarity; Semantic web; Synonym recognition

Indexed keywords

BIOMEDICAL DOMAIN; DATA SETS; DIFFERENTIAL EVOLUTION; DOMAIN SPECIFIC; DYNAMIC FIELDS; HIGH QUALITY; HUMAN EXPERT; PEARSON CORRELATION COEFFICIENTS; SEMANTIC SIMILARITY; SIMILARITY FUNCTIONS; SYNONYM RECOGNITION;

CORRELATION METHODS; EVOLUTIONARY ALGORITHMS; SEMANTIC WEB; SEMANTICS;

NATURAL LANGUAGE PROCESSING SYSTEMS;

EID: 84870059575     PISSN: 09507051     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.knosys.2012.07.005     Document Type: Article

References (31)

1. H. Al-Mubaid, and H.A. Nguyen Measuring semantic similarity between biomedical concepts within multiple ontologies IEEE Transactions on Systems, Man, and Cybernetics, Part C 39 4 2009 389 398
2. S. Banerjee, and T. Pedersen Extended gloss overlaps as a measure of semantic relatedness IJCAI 2003 805 810
3. D. Bollegala, Y. Matsuo, M. Ishizuka, Measuring semantic similarity between words using web search engines, in: Proceedings of the World Wide Web Conference, 2007, pp. 757-766.
4. A. Budanitsky, and G. Hirst Evaluating wordnet-based measures of lexical semantic relatedness Computational Linguistics 32 1 2006 13 47
5. P-I. Chen, and S-J. Lin Word AdHoc Network: Using Google Core Distance to extract the most relevant information Knowledge Based System 24 3 2011 393 405
6. D. Conrath, J. Jiang, Semantic similarity based on corpus statistics and lexical taxonomy, in: Comp. Linguist Proc., Taiwan, 1997, pp. 19-33.
7. S. Das, and P.N. Suganthan Differential evolution: a survey of the state-of-the-art IEEE Transaction on Evolutionary Computation 15 1 2011 4 31
8. J. Demsar Statistical comparison of classifiers over multiple data sets Journal of Machine Learning Research 7 2006 1 30
9. F.A. Grootjen, and T.P. van der Weide Conceptual query expansion Data Knowledge Engineering 56 2 2006 174 193
10. A.Y. Halevy, A. Rajaraman, and J.J. Ordille Data integration: the teenage years VLDB 2006 9 16
11. G. Hirst, and D. St-Onge Lexical chains as representations of context for the detection and correction of malapropisms C. Fellbaum, WordNet: An Electronic Lexical Database 1998 MIT Press
12. J. Hu, R.S. Kashi, and G.T. Wilfong Comparison and classification of documents based on layout similarity Information Retrieval 2 2/3 2000 227 243
13. A. Java, S. Nirenburg, M. McShane, T.W. Finin, J. English, and A. Joshi Using a natural language understanding system to generate semantic web content International Journal on Semantic Web and Information Systems 3 4 2007 50 74
14. E. Kaufmann, and A. Bernstein Evaluating the usability of natural language query languages and interfaces to Semantic Web knowledge bases Journal of Web Semantics 8 3 2010 377 393
15. C. Leacock, M. Chodorow, and G.A. Miller Using corpus statistics and wordnet relations for sense identification Computational Linguistics 24 1 1998 147 165
16. M. Lesk Information in data: using the Oxford English dictionary on a computer SIGIR Forum 20 1-4 1986 18 21
17. D. Lin, An information-theoretic definition of similarity, in: Int. Conf. ML Proc., San Francisco, CA, USA, 1998, pp. 296-304.
18. C.D. Manning, and H. Schütze Foundations of Statistical Natural Language Processing 1999 MIT Press Cambridge, Massachusetts
19. E. Mezura-Montes, J. Velázquez-Reyes, C.A. Coello-Coello, A comparative study of differential evolution variants for global optimization, in: Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation (GECCO '06), ACM, New York, NY, USA, 2006, pp. 485-492.
20. T. Pedersen, S. Patwardhan, and J. Michelizzi Word-Net: similarity - measuring the relatedness of concepts Association for the Advancement of Artificial Intelligence 2004 1024 1025
21. T. Pedersen, S. Pakhomov, S. Patwardhan, and C.G. Chute Measures of semantic similarity and relatedness in the biomedical domain Journal of Biomedical Informatics 40 3 2007 288 299
22. G. Pirró A semantic similarity metric combining features and intrinsic information content Data Knowledge Engineering 68 11 2009 1289 1308
23. P. Resnik Using information content to evaluate semantic similarity in a taxonomy IJCAI 1995 448 453
24. D. Sánchez, M. Batet, and D. Isern Ontology-based information content computation Knowledge Based System 24 2 2011 297 303
25. D. Sánchez, M. Batet, D. Isern, and A. Valls Ontology-based semantic similarity: a new feature-based approach Expert Systems with Applications 39 9 2012 7718 7728
26. D. Sánchez, A. Solé-Ribalta, M. Batet, and F. Serratosa Enabling semantic similarity estimation across multiple ontologies: an evaluation in the biomedical domain Journal of Biomedical Informatics 45 1 2012 141 155
27. N. Shadbolt, T. Berners-Lee, and W. Hall The semantic web revisited IEEE Intelligent Systems 21 3 2006 96 101
28. J.S. Simonoff Smoothing Methods in Statistics 1996 Springer
29. R. Storn, K. Price, Differential Evolution - A Simple and Efficient Adaptive Scheme for Global Optimization Over Continuous Spaces, TR-95-012, International Computer Science Institute, Berkeley, 1995.
30. Z. Wu, M. Palmer, Verb semantics and lexical selection, in: Assoc. Comput. Linguist Proc., Las Cruces, NM, USA, 1994, pp. 133-138.
31. D. Zaharie, A comparative analysis of crossover variants in differential evolution, in: Proceedings of the International Multiconference on Computer Science and Information Technology, Wisla, Poland, 2007, pp. 171-181.