Ontological learning assistant for knowledge discovery and data mining

Proceedings of the International Multiconference on Computer Science and Information Technology, IMCSIT '09

Volumn 4, Issue , 2009, Pages 147-155

  Choinski, Marcin ^a   Chudziak, Jaroslaw A ^a  

^a WARSAW UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

Case Based Reasoning; Data mining; Knowledge discovery; Meta Learning; Ontologies

Indexed keywords

CRITICAL ANALYSIS; KNOWLEDGE DISCOVERY; KNOWLEDGE DISCOVERY AND DATA MININGS; KNOWLEDGE TRANSFER; LEARNING ASSISTANT; METALEARNING; MUTUAL UNDERSTANDING; ONTOLOGY-BASED; SUPPORT ENVIRONMENT; TECHNOLOGY EXPERTS;

CASE BASED REASONING; DATA MINING; INFORMATION TECHNOLOGY; KNOWLEDGE MANAGEMENT;

ONTOLOGY;

EID: 78649745800     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IMCSIT.2009.5352735     Document Type: Conference Paper

References (22)

1. U. Fayyad, G. Piatetsky-shapiro, and P. Smyth, "From data mining to knowledge discovery in databases, " AI Magazine, vol. 17, pp. 37-54, 1996.
2. J. F. Gantz, C. Chute, A. Manfrediz, S. Minton, D. Reinsel, W. Schlichting, and A. Toncheva, "The diverse and exploding digital universe. an updated forecast of worldwide information growth through 2011, " IDC Sponsored by EMC, Tech. Rep., 2008.
3. D. H. Wolpert, "The lack of a priori distinctions between learning algorithms, " Neural Computation, vol. 8, no. 7, pp. 1341-1390, 1996.
4. P. Chapman, J. Clinton, R. Kerber, T. Khabaza, T. Reinartz, C. Shearer, and R. Wirth, "Crisp-dm 1.0 step-by-step data mining guide, " The CRISP-DM consortium, Tech. Rep., August 2000.
5. M. J. Berry and G. S. Linoff, Mastering Data Mining: The Art and Science of Customer Relationship Management. John Wiley & Sons, Inc., 2000.
6. M. Charest, S. Delisle, O. Cervantes, and Y. Shen, "Bridging the gap between data mining and decision support: A case-based reasoning and ontology approach, " Intelligent Data Analysis, vol. 12, no. 2, pp. 211- 236, 2008.
7. W. Cellary, "People and software in a knowledge-based economy, " Computer, vol. 38, no. 1, pp. 116-115, 2005.
8. M. Cannataro and C. Comito, "A data mining ontology for grid programming, " Proceedings of the 1st Int. Workshop on Semantics in Peer-to-Peer and Grid Computing, in conjunction with WWW2003, pp. 113-134, 2003.
9. I. Kopanas, N. M. Avouris, and S. Daskalaki, "The role of domain knowledge in a large scale data mining project, " Methods and Applications of Artificial Intelligence : Lecture Notes in Artificial Intelligence, pp. 288-299, 2002.
10. J. Phillips and B. G. Buchanan, "Ontology-guided knowledge discovery in databases, " Proceedings of the 1st international conference on Knowledge capture. K-CAP '01, pp. 123-130, 2001.
11. K. Rennolls, "An intelligent framework (o-ss-e) for data mining, knowledge discovery and business intelligence, " Proceedings of the 16th International Workshop onDatabase and Expert Systems Applications, pp. 715-719, 2005.
12. A. Bernstein, F. Provost, and S. Hill, "Toward intelligent assistance for a data mining process: An ontology-based approach for cost-sensitive classification, " IEEE Transactions on Knowledge and Data Engineering, vol. 17, no. 4, pp. 503-518, 2005.
13. K. Bartlmae, "Optimizing data-mining processes: A cbr based experience factory for data mining, " Proceedings of the 5th International Computer Science Conference, ICSC'99, Hong Kong, China, 1999.
14. K. Morik and M. Scholz, "The miningmart approach to knowledge discovery in databases, " In Ning Zhong and Jiming Liu, editors, Intelligent Technologies for Information Analysis, pp. 47-65, 2004.
15. T. Euler and M. Scholz, "Using ontologies in a kdd workbench, " In Workshop on Knowledge Discovery and Ontologies at ECML/PKDD, pp. 103-108, 2004.
16. N. Zhong, C. Liu, and S. Ohsuga, "Dynamically organizing kdd processes, " International Journal of Pattern Recognition and Artificial Intelligence, pp. 451-473, 2001.
17. R. Vilalta, C. Giraud-Carrier, P. Brazdil, and C. Soares, "Using metalearning to support data mining, " International Journal of Computer Science and Applications, vol. 1, no. 1, pp. 31-45, 2004.
18. T. R. Gruber, "A translation approach to portable ontology specifications, " Knowledge Acquisition, vol. 5, no. 2, pp. 199-220, 1993.
19. M. Choinski and J. A. Chudziak, "Ontological kddse, " Institute of Computer Science, Warsaw University of Technology, Poland, Tech. Rep., 2009.
20. M. Modrzejewski, J. A. Chudziak, and R. W. Cegielski, "Complex marketing database specification, design and implementation, " in CISIM, 2008, pp. 255-256.
21. W. Daszczuk, M. Muraszkiewicz et al., "Data mining for technical operation of telecommunications companies: a case study, " in Proceedings of International Conference SCI/ISAS, USA, 2000.
22. M. Richeldi and A. Perrucci, "Churn analysis case study, " Mining Mart Evaluation Report. Deliverable D17.3, 2002.