Keep it simple: A case-base maintenance policy based on clustering and information theory

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

Volumn 1822, Issue , 2000, Pages 102-114

  Yang, Qiang ^a,b   Wu, Jing ^a,b  

^a SIMON FRASER UNIVERSITY   (Canada)

^b UNIVERSITY OF WATERLOO   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATION THEORY; INFORMATION THEORY; MAINTENANCE;

CASE BASE MAINTENANCE; CLUSTERING METHODS; COMPLEX OPERATIONS; DECISION FOREST; ID3 ALGORITHM; MAINTENANCE OPERATIONS; RETRIEVAL PROCESS; TYPICAL APPLICATION;

CASE BASED REASONING;

EID: 84943244192     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-45486-1_9     Document Type: Conference Paper

References (21)

1. D. Aha, D. Kibler, and M. Albert. Instance-based learning algorithms. Machine Learning, 6:37-66, 1991.
2. D.W. Aha and L. Breslow. Refining conversational case libraries. In Proceedings of the Second International Conference on Case-Based Reasoning, ICCBR-97, pages 267-276, Provedence RI, USA, 1997.
3. E. Auriol, S. Wess, M. Manago, Althoff K.D, and R Traph. Inreca: A seamlessly integrated system based on inductive inference and case-based reasoning. In Case-Based Reasoning Research and Development, pages 371-380, 1995.
4. S.K. Bamberger and K. Goos. Integration of case-based reasoning and inductive learning methods. In First European Workshop on CBR, 1993.
5. P. Cunningham, A. Bonzano, and B. Smyth. Using introspective learning to im-prove retrieval in car: A case study in air traffic control. In Proceedings of the Second International Conference on Case-Based Reasoning, ICCBR-97, pages 291-302, Providence RI, USA, 1997.
6. P. Domingos. Rule induction and instance-based learning. In Proceedings of the Thriteenth International Joint Conference on Artificial Intelligence, pages 1226-1232, San Francisco, CA, USA, 1995. Morgan Kaufmann.
7. S. Fox and D. B. Leake. Learning to refine indexing by introspective reasoning. In Proceedings of the 14th International Joint Conference on Artificial Intelligence, Montreal, Canada, August 1995.
8. Z.X. Huang. Clustering large data sets with mixed numeric and categorical values. In Proceedings of the first Pacific-Asia Conference on Knowledge-Discovery and Data Mining, 1997.
9. Janet Kolodner. Case-based Reasoning. Morgan Kaufmann Publishers, Inc., San Mateo, CA, 1993.
10. David Leake. Case-based Reasoning -Expriences, Lessons and Future Directions. AAAI Press/ The MIT Press, 1996.
11. D.B. Leake and D. Wilson. Categorizing case-base maintenance: Dimensions and directions. In Advances in Case-Based Reasoning: Proceedings of EWCBR-98. Springer-Verlag, Berlin, 1985.
12. M. Malek. A connectionist indexing approach for cbr systems. In Case-Based Reasoning Research and Development, 1995.
13. M. Malek. A connectionist indexing system for cbr systems. In Proceedings of the First International Conference on Case-Based Reasoning, ICCBR-95, Sesimbra, Portugal, 1995. Springer-Verlag.
14. M. Manago, K. Althodff, E Auriol, R. Traphoner, S. Wess, N. Conruyt, and F. Maurer. Induction and reasoning from cases. In First European Workshop on CBR, 1993.
15. J.R. Quinlan. Induction of decision trees. Machine Learning, 1:81-106, 1986.
16. Kirsti Racine and Qiang Yang. Maintaining unstructured case bases. In Proceed-ings of the Second International Conference on Case-Based Reasoning, ICCBR-97, pages 553-564, Providence RI, USA, 1997.
17. J. Sander, M. Ester, H.-P. Kriegel, and X. Xu. Density-based clustering in spatial databases: The algorithm gdbscan and its applications. Data Mining and Knowl-edge Discovery, 2(2), 1988.
18. R.C. Schank. Dynamic Memory: A Theory of Learning incomputers and People. Cambridge University Press, 1982.
19. B. Smyth and M. Keane. Remembering to forget: A competence-preserving case deletion policy for case-based reasoning systems. In International Joint Conference on Arti_cial Intelligence, volume 1, pages 377-382, 1995.
20. X. Xu, Ester M., K. Kriegel, and J. Sander. A distribution-based clustering algo-rithm for mining in large spatial databases. In Proceedings of the 14th International Conference on Data Engineering, 1998.
21. Zhong Zhang and Qiang Yang. Towards lifetime maintenance of case based in-dexes for continual case based reasoning. In Proceedings of the 8th International Conference on Arti_cial Intelligence: Methodology, Systems, applications, Sozopol, Bulgaria, 1998.