Abstract
We describe a reasoning-based approach to text classification which synergically combines: (1) ontologies for the formal representation of the domain knowledge; (2) pre-processing technologies for a symbolic representation of texts and (3) logic as the categorization rule language.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Cohen, W.W., Singer, Y.: Context-sensitive learning methods for text categorization. ACM Transactions on Information Systems 17, 141–173 (1999)
Yang, Y., Liu, X.: A re-examination of text categorization methods. In: Hearst, M.A., Gey, F., Tong, R. (eds.) Proceedings of SIGIR 1999, 22nd ACM International Conference on Research and Development in Information Retrieval, Berkeley, US, pp. 42–49. ACM Press, New York (1999)
Wiener, E.D., Pedersen, J.O., Weigend, A.S.: A neural network approach to topic spotting. In: Proceedings of SDAIR 1995, 4th Annual Symposium on Document Analysis and Information Retrieval, Las Vegas, US, pp. 317–332 (1995)
Lewis, D.D., Ringuette, M.: A comparison of two learning algorithms for text categorization. In: Proceedings of SDAIR 1994, 3rd Annual Symposium on Document Analysis and Information Retrieval, Las Vegas, US, pp. 81–93 (1994)
Weiss, S.M., Apté, C., Damerau, F.J., Johnson, D.E., Oles, F.J., Goetz, T., Hampp, T.: Maximizing text-mining performance. IEEE Intelligent Systems 14, 63–69 (1999)
Ullman: Principles of Database and Knowledge-Base Systems. Computer Science Press, Rockville (Md.) (1988)
Dell’Armi, T., Faber, W., Ielpa, G., Leone, N., Pfeifer, G.: Aggregate Functions in Disjunctive Logic Programming: Semantics, Complexity, and Implementation in DLV. In: Proc. IJCAI 2003, Acapulco, Mexico, Morgan Kaufmann Publishers, San Francisco (2003)
Cumbo, C., Iiritano, S., Rullo, P.: Olex – a reasoning-based text classifier. In: Alferes, J.J., Leite, J. (eds.) JELIA 2004. LNCS (LNAI), vol. 3229, Springer, Heidelberg (2004) (forthcoming)
Yiming, Y.: A comparative study on feature selection in text categorization. In: International Conference on Machine Learning, ICML, pp. 412–420 (1997)
Faber, W., Pfeifer, G.: DLV homepage (since 1996), http://www.dlvsystem.com/
Porter, M.: An algorithm for suffix stripping. Program 3, 130–137 (1980)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2004 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Cumbo, C., Iiritano, S., Rullo, P. (2004). Reasoning-Based Knowledge Extraction for Text Classification. In: Suzuki, E., Arikawa, S. (eds) Discovery Science. DS 2004. Lecture Notes in Computer Science(), vol 3245. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30214-8_34
Download citation
DOI: https://doi.org/10.1007/978-3-540-30214-8_34
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-23357-2
Online ISBN: 978-3-540-30214-8
eBook Packages: Springer Book Archive