Learning with kernels in description logics

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 5194 LNAI, Issue , 2008, Pages 210-225

  Fanizzi, Nicola ^a   D'Amato, Claudia ^a   Esposito, Floriana ^a  

^a UNIVERSITY OF BARI   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTER PROGRAMMING; EDUCATION; INFORMATION THEORY; KNOWLEDGE BASED SYSTEMS; LOGIC PROGRAMMING; ONTOLOGY; STANDARDS; STATISTICAL METHODS; SUPPORT VECTOR MACHINES;

DESCRIPTION LOGICS; INDUCTIVE LOGIC PROGRAMMING; INTERNATIONAL CONFERENCES; KERNEL FUNCTIONS; KNOWLEDGE BASE; OWL ONTOLOGIES; QUERY ANSWERING; RESOURCE RETRIEVAL; STATISTICAL LEARNING;

DATA DESCRIPTION;

EID: 52149104772     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-85928-4_18     Document Type: Conference Paper

References (14)

1. Baader, F., Calvanese, D., McGuinness, D., Nardi, D., Patel-Schneider, P. (eds.): The Description Logic Handbook. Cambridge University Press, Cambridge (2003)
2. Bloehdorn, S., Sure, Y.: Kernel methods for mining instance data in ontologies. In: Aberer, K., Choi, K.-S., Noy, N., Allemang, D., Lee, K.-I., Nixon, L., Golbeck, J., Mika, P., Maynard, D., Mizoguchi, R., Schreiber, G., Cudré-Mauroux, P. (eds.) ASWC 2007 and ISWC 2007. LNCS, vol. 4825, pp. 58-71. Springer, Heidelberg (2007)
3. Brandt, S., Küsters, R., Turhan, A.-Y.: Approximation and difference in description logics. In: Fensel, D., Giunchiglia, F., McGuinness, D., Williams, M.-A. (eds.) Proceedings of the 8th International Conference on Principles of Knowledge Representation and Reasoning, KR 2002, pp. 203-214. Morgan Kaufmann, San Francisco (2002)
4. Buitelaar, P., Cimiano, P., Magnini, B. (eds.): Ontology Learning from Text: Methods, Evaluation And Applications. IOS Press, Amsterdam (2005)
5. Cohen, W.W., Hirsh, H.: Learning the CLASSIC description logic. In: Torasso, P., Doyle, J., Sandewall, E. (eds.) Proceedings of the 4th International Conference on the Principles of Knowledge Representation and Reasoning, pp. 121-133. Morgan Kaufmann, San Francisco (1994)
6. Cumby, C.M., Roth, D.: On kernel methods for relational learning. In: Fawcett, T., Mishra, N. (eds.) Proceedings of the 20th International Conference on Machine Learning, ICML 2003, pp. 107-114. AAAI Press, Menlo Park (2003)
7. d'Amato, C., Fanizzi, N., Esposito, F.: Query answering and ontology population: An inductive approach. In: Bechhofer, S., Hauswirth, M., Hoffmann, J., Koubarakis, M. (eds.) ESWC 2008. LNCS, vol. 5021, pp. 288-302. Springer, Heidelberg (2008)
8. Esposito, F., Fanizzi, N., Iannone, L., Palmisano, I., Semeraro, G.: Knowledge-intensive induction of terminologies from metadata. In: McIlraith, S.A., Plexousakis, D., van Harmelen, F. (eds.) ISWC 2004. LNCS, vol. 3298, pp. 441-455. Springer, Heidelberg (2004)
9. Fanizzi, N., d'Amato, C.: A declarative kernel for ALC concept descriptions. In: Esposito, F., Raś, Z.W., Malerba, D., Semeraro, G. (eds.) ISMIS 2006. LNCS (LNAI), vol. 4203, pp. 322-331. Springer, Heidelberg (2006)
10. Gärtner, T., Lloyd, J.W., Flach, P.A.: Kernels and distances for structured data. Machine Learning 57(3), 205-232 (2004)
11. Haussler, D.: Convolution kernels on discrete structures. Technical Report UCSC-CRL-99-10, Department of Computer Science, University of California - Santa Cruz (1999)
12. Horrocks, I.R., Li, L., Turi, D., Bechhofer, S.K.: The instance store: DL reasoning with large numbers of individuals. In: Haarslev, V., Möller, R. (eds.) Proceedings of the 2004 Description Logic Workshop, DL 2004. CEUR Workshop Proceedings, vol. 104, pp. 31-40. CEUR (2004)
13. Kietz, J.-U., Morik, K.: A polynomial approach to the constructive induction of structural knowledge. Machine Learning 14(2), 193-218 (1994)
14. Lehmann, J., Hitzler, P.: A refinement operator based learning algorithm for the ALC description logic. In: Blockeel, H., Ramon, J., Shavlik, J., Tadepalli, P. (eds.) ILP 2007. LNCS (LNAI), vol. 4894. Springer, Heidelberg (2008)