Abstract
The paper investigates the roles of ontologies for Web intelligence, including issues on presentation, categories, languages, and automatic construction of ontologies. Three ontology categories are suggested, some of the research and development with respect to the three categories is presented, the major ontology languages are surveyed, and a multi-phase process of automatic construction of the domain- specific ontologies is discussed.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Aggarwal, C.C. and Yu, P.S. “On Text Mining Techniques for Personalization”, Zhong, N., Skowron, A., and Ohsuga, S. (eds.) New Directions in Rough Sets, Data Mining, and Granular-Soft Computing, LNAI 1711, Springer-Verlag (1999) 12–18.
Berners-Lee, T., Hendler, J., and Lassila, O. “The Semantic Web”, Scientific American (2001) 29–37.
Chandrasekaran, B., Josephson, J.R., and Benjamins, V.R. “What Are Ontologies, and Why Do We Need Them?”, IEEE Intelligent Systems, Vol. 14, No. 1 (1999) 20–26.
Chen, H. and Lynch, K.J. “Automatic Construction of Networks of Concepts Characterizing Document Databases”, IEEE Tran. on Sys. Man and Cybernetics, Vol. 22, No. 5 (1992) 885–902.
Chen, H. “Collaborative Systems: Solving the Vocabulary Problem”, IEEE Computer, Vol. 27, No. 5 (1994) 58–66.
Cooper, W.S., Gey, F.C., and Dabney. D.P. “Probabilistic Retrieval Based on Staged Logistic Regression”, Proc. ACM SIGIR’92 (1992) 198–210.
Cooley, R., Mobasher, B., and Srivastavva, J. “Data Preparation for Mining Would Wide Web Browsing Patterns”, Knowledge and Information Systems, An International Journal, Vol. 1, No. 1, Springer-Verlag (1999) 5–32.
Decker, S., Melnik, S. et al. “The Semantic Web: The Roles of XML and RDF“, IEEE Internet Computing, Vol. 4, No. 5 (2000) 63–74.
Fensel, D. et al. “OIL in a Nutshell”, R. Dieng and O. Corby (eds.) Knowledge Engineering and Knowledge Management: Methods, Models, and Tools, LNAI1937, Springer-Verlag (2000) 1–16.
Fensel, D. Ontologies: A Silver Bullet for Knowledge Management and Electronic Commerce, Springer-Verlag (2001).
Frank, G., Farquhar, A., and Fikes, R. “Building a Large Knowledge Base from a Structured Source”, IEEE Intelligent Systems, Vol. 14, No. 1 (1999) 47–54.
Guarino, N. (ed.) Formal Ontology in Information Systems, IOS Press (1998).
Heflin, J. and Hendler, J. “Dynamic Ontologies on the Web”, Proc. AAAI-2000, (2000) 443–449.
Hendler, J.A. “Agents and the Semantic Web”, IEEE Intelligent Systems, Vol. 16, No. 2 (2001) 30–37.
Lewis, D.D. and Catlett, J. “Heterogeneous Uncertainty Sampling for Supervised Learning”, Proc. Eleventh Inter. Conf. on Machine Learning (1994) 148–156.
Luke, S. et al. “Ontology-based Web Agents”, Proc. First International Conference on Autonomous Agents, ACM Press (1997) 59–66.
Maedche, A. and Staab, S. “Ontology Learning for the Semantic Web” IEEE Intelligent Systems, Vol. 16, No. 2(2001) 72–79.
Martin, P. and Eklund, P.W. “Knowledge Retrieval and the World Wide Web”, IEEE Intelligent Systems, Vol. 15, No. 3 (2000) 18–25.
Mizoguchi, R. “Ontological Engineering: Foundation of the Next Generation Knowledge Processing”, Zhong, N., Yao, Y.Y., Liu, J., and Ohsuga, S. (eds.) Web Intelligence: Research and Development, LNAI 2198, Springer-Verlag (2001) 44–57.
Salton, G. Automatic Text Processing, Addison-Wesley Publishing (1989).
Yao, Y.Y., Zhong, N., Liu, J., and Ohsuga, S. “Web Intelligence (WI): Research Challenges and Trends in the New Information Age”, Zhong, N., Yao, Y.Y., Liu, J., and Ohsuga, S. (eds.) Web Intelligence: Research and Development, LNAI 2198, Springer-Verlag (2001) 1–17.
Zhong, N., Yao, Y.Y., and Kakemoto, Y. “Automatic Construction of Ontology from Text Databases”, N. Ebecken and C.A. Brebbia (eds.) Data Mining, Volume 2, WIT Press (2000) 173–180.
Zhong, N., Liu, J., Yao, Y.Y. and Ohsuga, S. “Web Intelligence (WI)”, Proc. the 24th IEEE Computer Society International Computer Software and Applications Conference (COMPSAC 2000), a position paper for a panel on Data Mining and Web Information Systems (2000) 469–470.
Zhong, N., Yao, Y.Y., Liu, J., and Ohsuga, S. (eds.) Web Intelligence: Research and Development, LNAI 2198, Springer-Verlag (2001).
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2002 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Zhong, N., Hayazaki, N. (2002). Roles of Ontologies for Web Intelligence. In: Hacid, MS., Raś, Z.W., Zighed, D.A., Kodratoff, Y. (eds) Foundations of Intelligent Systems. ISMIS 2002. Lecture Notes in Computer Science(), vol 2366. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-48050-1_8
Download citation
DOI: https://doi.org/10.1007/3-540-48050-1_8
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-43785-7
Online ISBN: 978-3-540-48050-1
eBook Packages: Springer Book Archive