Automating construction of a domain ontology using a projective adaptive resonance theory neural network and Bayesian network

Expert Systems

Volumn 25, Issue 4, 2008, Pages 414-430

  Chen, Rung Ching ^a   Chuang, Cheng Han ^a  

^a CHAOYANG UNIVERSITY OF TECHNOLOGY   (Taiwan)

Author keywords

Bayesian network; Entropy; Ontology; PART; RDF; WordNet

Indexed keywords

ARTIFICIAL INTELLIGENCE; BAYESIAN NETWORKS; CHLORINE COMPOUNDS; COMPUTER SCIENCE; COMPUTER SOFTWARE; DISTRIBUTED PARAMETER NETWORKS; IMAGE CLASSIFICATION; INDUSTRIAL ECONOMICS; INFERENCE ENGINES; INFORMATION SERVICES; INFORMATION THEORY; INTELLIGENT NETWORKS; MARKUP LANGUAGES; MULTI AGENT SYSTEMS; NEURAL NETWORKS; RESONANCE; SEARCH ENGINES; SECURITY OF DATA; SEMANTIC WEB; SEMANTICS; SPEECH ANALYSIS; TECHNOLOGY; VEGETATION; WORLD WIDE WEB;

ADAPTIVE RESONANCE THEORIES; ARTIFICIAL NEURAL NETWORKS; BAYESIAN; BAYESIAN NETWORK; CORE TECHNOLOGIES; DOMAIN ONTOLOGIES; ENTROPY; ENTROPY VALUE; HTML TAGS; ONTOLOGY CONSTRUCTION; PART; PROBLEM DOMAINS; RDF; RESOURCE DESCRIPTION FRAMEWORK; SCIENCE COMMUNITY; WEB PAGES; WORDNET;

ONTOLOGY;

EID: 49549112485     PISSN: 02664720     EISSN: 14680394     Source Type: Journal    
DOI: 10.1111/j.1468-0394.2008.00476.x     Document Type: Article

References (26)

1. Alani, H., S. Kim, D. Millard, M. Weal, W. Hall, P. Lewis N. Shadbolt (2003) Automatic ontology-based knowledge extraction from web documents, IEEE Intelligent Systems, 18 (1), 14 21.
2. Blaschke, C. A. Valencia (2002) Automatic ontology construction from the literature, Genome Informatics, 13, 201 213.
3. Cao, Y. J. Wu (2002) Projective ART for clustering data sets in high dimensional spaces, Neural Networks, 15, 105 120.
4. Cao, Y. J. Wu (2004) Dynamics of projective adaptive resonance theory model: the foundation of PART algorithm, IEEE Transactions on Neural Networks, 15 (2), 245 260.
5. Carpenter, G.A. S. Grossberg (1987) ART2: self-organization of stable category recognition codes for analog input patterns, Applied Optics, 26 (23), 4919 4930.
6. Carpenter, G.A. S. Grossberg (1988) The ART of adaptive pattern recognition by self-organizing neural network, Computer, 21 (3), 77 88.
7. Chen, R.C., J.Y. Liang R.H. Pan (2008) Using recursive ART network to construct a domain ontology based on term frequency and inverse document frequency, Expert Systems with Applications, 34, 488 501.
8. Denoyer, L. P. Gallinari (2004) Bayesian network model for semi-structured document classification, Information Processing and Management, 40, 807 827.
9. Grossberg, S. (1987) Competitive learning: from interactive activation to adaptive resonance, Cognitive Science, 11, 23 63.
10. Guarino, N., C. Masolo G. Vetere (1999) OntoSeek: content-based access to the web, IEEE Intelligent Systems, 14 (3), 70 90.
11. Hjelm, J. (2001) Creating the Semantic Web with RDF, New York: Wiley.
12. Hotho, A., A. Maedche S. Staab (2001) Ontology-based text clustering, in Proceedings of the IJCAI-2001 Workshop Text Learning: Beyond Supervision, Seattle, WA: Springer.
13. Kao, H.Y. S.H. Lin (2004) Mining web informative structures and content based on entropy analysis, IEEE Transactions on Knowledge and Data Engineering, 16 (1), 41 55.
14. Klyne, G. J. Carroll (2004) Resource Description Framework (RDF) Concepts and Abstract Syntax, W3C Recommendation.
15. Langseth, H. L. Portinale (2007) Bayesian networks in reliability, Reliability Engineering and System Safety, 9, 92 108.
16. Li, Y. N. Zhong (2006) Mining ontology for automatically acquiring web user information needs, IEEE Transactions on Knowledge and Data Engineering, 18 (4), 554 568.
17. Liebig, T. O. Noppens (2005) ONTOTRACK: a semantic approach for ontology authoring, Web Semantics: Science, Services and Agents on the World Wide Web, 3, 116 131.
18. Navigli, R., P. Velardi A. Gangemi (2003) Ontology learning and its application to automated terminology translation, IEEE Intelligent Systems, 18 (1), 22 31.
19. Park, Y.C. K.S. Choi (1996) Automatic thesaurus construction using Bayesian networks, Information Processing and Management, 32 (5), 543 553.
20. Pearl, J. (1988) Probability Reasoning in Intelligent Systems: Networks of Plausible Inference, San Francisco, CA: Morgan Kaufmann.
21. Risvik, K. R. Michelsen (2002) Search engines and web dynamics, Computer Networks, 39, 289 302.
22. Shamsfard, M. A.A. Barforoush (2004) Learning ontology from natural language texts, International Journal of Human-Computer Studies, 60, 17 63.
23. Singhal, A. G. Salton (1995) Automatic text browsing using vector space model, in Proceedings of the Fifth Dual-use Technologies and Applications Conference, Utica/Rome, NY, 318 324.
24. Sure, Y., M. Erdmann, J. Angele, S. Staab, R. Stider D. Wenke (2002) OntoEdit: collaborative ontology development for the semantic web, in Proceedings of the First International Semantic Web Conference, Berlin: Springer.
25. Weng, S.S., H.J. Tsai, S.C. Liu C.H. Hsu (2006) Ontology construction for information classification, Expert Systems with Applications, 31, 1 12.
26. Yu, A.C. (2006) Methods in biomedical ontology, Journal of Biomedical Informatics, 39, 252 266.