KDDONTO: An ontology for discovery and composition of KDD algorithms

ECML PKDD 2009 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Third Generation Data Mining: Towards Service-Oriented Knowledge Discovery, SoKD 2009

Volumn , Issue , 2009, Pages 13-24

  Diamantini, Claudia ^a   Potena, Domenico ^a   Storti, Emanuele ^a  

^a UNIVERSITÀ POLITECNICA DELLE MARCHE   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; DATA MINING; LEARNING SYSTEMS;

COMPLEX PROCESSES; FORMAL ONTOLOGY; GOAL-ORIENTED; ITS EVALUATION; KNOWLEDGE DISCOVERY IN DATABASE; QUALITY REQUIREMENTS;

ALGORITHMS;

EID: 84880907040     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. Fayyad, U.M., Piatetsky-Shapiro, G. and Smyth, P. In: From data mining to knowledge discovery: an overview. American Association for Artificial Intelligence, Menlo Park, CA, USA (1996) 1-34
2. Morik, K. and Scholz, M.: The MiningMart Approach to Knowledge Discovery in Databases. In Zhong, N. and Liu, J., ed.: Intelligent Technologies for Information Analysis. Springer (2004) 47-65
3. Wirth, R., Shearer, C, Grimmer, U., Reinartz, T., Schlosser, J.J., Breitner, C, Engels, R. and Lindner, G.: Towards Process-Oriented Tool Support for Knowledge Discovery in Databases. In: PKDD '97: Proceedings of the First European Symposium on Principles of Data Mining and Knowledge Discovery, London, UK, Springer-Verlag (1997) 243-253
4. Bernstein, A., Provost, F. and Hill, S.: Towards Intelligent Assistance for a Data Mining Process: An Ontology Based Approach for Cost-Sensitive Classification. IEEE Transactions on Knowledge and Data Engineering 17(4) (2005) 503-518
5. CRISP-DM site, http://www.crisp-dm.org
6. Cannataro, M. and Comito, C.: A data mining ontology for grid programming. In: Proc. 1st Int. Workshop on Semantics in Peer-to-Peer and Grid Computing, in conjunction with WWW2003. (2003) 113-134
7. Yu-Hua, L., Zheng-Ding, L., Xiao-Lin, S., Kun-Mei, W. and Rui-Xuan, L.: Data mining ontology development for high user usability. Wuhan University Journal of Natural Sciences 11(1) (2006) 51-56
8. Panov, P., Dzeroski, S. and Soldatova, L.: OntoDM: An Ontology of Data Mining. In: Proc. of the 8th IEEE Int. Conf. on Data Mining Workshops. 1st Int. Workshop on Semantic Aspects in Data Mining. (2008) 752-760
9. Zakova, M., Kfemen, P., Zelezny F. and LavraC, N.: Using Ontological Reasoning and Planning for Data Mining Workflow Composition. In: SoKD: ECML/PKDD 2008 workshop on Third Generation Data Mining: Towards Service-oriented Knowledge Discovery. (2008)
10. Gruber, T.: Toward principles for the design of ontologies used for knowledge sharing. Int. J. Hum.-Comput. Stud. 43(5-6) (1995) 907-928
11. Diamantini, C. and Potena, D.: Semantic Annotation and Services For KDD Tools Sharing and Reuse. In: Proc. of the 8th IEEE Int. Conf. on Data Mining Workshops. 1st Int. Workshop on Semantic Aspects in Data Mining. (2008) 761-770
12. Diamantini C, Potena D., and Storti E.: Ontology-driven KDD Process Composition. In Adams, N. et al., ed.: Proc. of the 8th International Symposium on Intelligent Data Analysis. Volume 5772 of LNCS. Springer, Lyon, France (Aug 31 -Sep 2 2009) 285-296
13. Missikoff, M. and Navigli, R.: Applying the Unified Process to largescale Ontology-Building. In: Proc. of 16th IFAC World Congress. (2005)
14. Staab, S., Studer, R., Schnurr, H. and Sure, Y.: Knowledge Processes and Ontologies. IEEE Intelligent Systems 16(1) (2001) 26-34
15. Fernandez, M., Perez, A. and Juristo, N.: METHONTOLOGY: from Ontological Art towards Ontological Engineering. In: Proc. of the AAAI97 Spring Symposium Series on Ontological Engineering, Stanford, USA (March 1997) 33 HI
16. Noy, N. and McGuinnes, D.L.: Ontology Development 101: A Guide to Creating Your First Ontology. Stanford University (2002)
17. Hand, D.J., Mannila, H. and Smyth, P.: Principles of Data Mining (Adaptive Computation and Machine Learning). The MIT Press (August 2001)
18. Sumathi, S. and Sivanandam, S.N.: Introduction to Data Mining and its Applications. Springer (2006)
19. Guarino, N.: Formal Ontology and Information Systems. In: Proc. of the 1st Int. Conf. on Formal Ontologies in Information Systems (FOIS98), Trento, Italy, IOS Press (1998) 3-15
20. Noy, N., ed.: Representing Classes as Property Values on the Semantic Web. W3C Working Group Note (2005)
21. Noy N. and Rector, A., ed.: Defining N-ary Relations on the Semantic Web: Use with Individuals. W3C Working Group Note (2006)
22. Brank, J., Grobelnik, M. and Mladenic, D.: A survey of ontology evaluation techniques. In: Proc. of the Conference on Data Mining and Data Warehouses (SiKDD). (2005)