From data to global generalized knowledge

Decision Support Systems

Volumn 52, Issue 2, 2012, Pages 295-307

  Chen, Yen Liang ^a   Wu, Yu Ying ^b   Chang, Ray I ^c  

^a NATIONAL CENTRAL UNIVERSITY   (Taiwan)

^b NANYA INSTITUTE OF TECHNOLOGY   (Taiwan)

^c NATIONAL TAIWAN UNIVERSITY   (Taiwan)

Author keywords

Attribute oriented induction; Data mining; Generalized knowledge; Multiple level mining

Indexed keywords

ATTRIBUTE ORIENTED INDUCTION; BACKGROUND KNOWLEDGE; DATA MINING METHODS; DATA SETS; GENERALIZATION PROCESS; GENERALIZED KNOWLEDGE; MINING TECHNIQUES; MULTIPLE MINIMUM SUPPORTS; RELATIONAL DATA;

DECISION SUPPORT SYSTEMS; INFORMATION SYSTEMS;

DATA MINING;

EID: 82255174912     PISSN: 01679236     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dss.2011.08.005     Document Type: Article

References (34)

1. R. Adderley, M. Townsley, and J. Bond Use of data mining techniques to model crime scene investigator performance Knowledge-Based Systems 20 2 2007 170 176
2. R. Agrawal, and R. Srikant Fast algorithms for mining association rules Proceedings of the 20th International Conference on Very Large Data Bases, VLDB 1994 487 499
3. R.A. Angryk, and F.E. Petry Mining multi-level associations with fuzzy hierarchies The 14th IEEE International Conference on Fuzzy Systems, FUZZ'05 2005 785 790 (Pubitemid 41189607)
4. T. Beaubouef, and F.E. Petry Attribute-oriented knowledge discovery in rough relational databases Proceedings of the Twentieth International Florida Artificial Intelligence Research Society Conference 2007 507 508 (Pubitemid 350295322)
5. S. Bhattacharyya, S. Jha, K. Tharakunnel, and J.C. Westland Data mining for credit card fraud: a comparative study Decision Support Systems 2010 10.1016/j.dss.2010.08.008
6. Y. Cai, N. Cercone, and J. Han An attribute-oriented approach for learning classification rules from relational databases Proceedings of the Sixth International Conference on Data Engineering 1990 281 288
7. C.L. Carter, and H.J. Hamilton Efficient attribute-oriented generalization for knowledge discovery from large databases IEEE Transactions on Knowledge and Data Engineering 10 2 1998 193 208 (Pubitemid 128743518)
8. Y.-L. Chen, and C.-C. Shen Mining generalized knowledge from ordered data through attribute-oriented induction techniques European Journal of Operational Research 166 1 2005 221 245 (Pubitemid 40219825)
9. M.S. Chen, J. Han, and P.S. Yu Data mining: an overview from a database perspective IEEE Transactions on Knowledge and Data Engineering 8 6 1996 866 883 (Pubitemid 126774144)
10. D.W. Cheung, H.Y. Hwang, A.W. Fu, and J. Han Efficient rule-based attribute-oriented induction for data mining Journal of Intelligent Information Systems 15 2 2000 175 200
11. Credit card dataset http://www.im.nanya.edu.tw/yywu 2002
12. D. Dudek RMAIN: association rules maintenance without reruns through data Information Sciences 179 24 2009 4123 4139
13. C.C. Fabris, and A.A. Freitas Incorporating deviation-detection functionality into the olap paradigm Proceedings of the 16th Brazilian Symposium on Databases 2001 274 285
14. B. Fan, and P. Zhang Spatially enabled customer segmentation using a data classification method with uncertain predicates Decision Support Systems 47 4 2009 343 353
15. L. Geng, and H.J. Hamilton Interestingness measures for data mining: a survey ACM Computing Surveys 38 3 2006 1 32
16. J. Han, and Y. Fu Exploration of the Power of Attribute-oriented Induction in Data Mining 1996 AAAI/MIT Press Cambridge, Mass. 399 421
17. J. Han, and Y. Fu Mining multiple-level association rules in large databases IEEE Transactions on Knowledge and Data Engineering 11 5 1999 798 805 (Pubitemid 30518734)
18. J. Han, and M. Kamber Data Mining: Concepts and Techniques 2006 Morgan Kaufmann New York
19. J. Han, Y. Cai, and N. Cercone Data-driven discovery of quantitative rules in relational databases IEEE Transactions on Knowledge and Data Engineering 5 1 1993 29 40
20. R.J. Hilderman, and H.J. Hamilton Knowledge Discovery and Measures of Interest 2001 Kluwer Academic Publishers
21. C.-C. Hsu Extending attribute-oriented induction algorithm for major values and numeric values Expert Systems with Applications 27 2 2004 187 202
22. X. Hu, and N. Cercone Learning in relational databases: a rough set approach Computational Intelligence 11 2 1995 323 338
23. Y. Hu, and Y. Chen Mining association rules with multiple minimum supports: a new mining algorithm and a support tuning mechanism Decision Support Systems 42 1 2006 1 24 (Pubitemid 44278264)
24. E.M. Knorr, and R.T. Ng Extraction of spatial proximity patterns by concept generalization Second International Conference on Knowledge Discovery and Data Mining 1996 347 350
25. D.H. Lee, and M.H. Kim Database summarization using fuzzy ISA hierarchies IEEE Transactions on Systems, Man, and Cybernetics-Part B 27 1 1997 68 78 (Pubitemid 127770635)
26. S. Li, L. Shue, and S. Lee Enabling customer relationship management in ISP services through mining usage patterns Expert Systems with Applications 30 4 2006 621 632 (Pubitemid 43267422)
27. B. Liu, W. Hsu, and Y. Ma Mining association rules with multiple minimum supports Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining 1999 337 341
28. M.K. Muyeba, and J.A. Keane Extending attribute-oriented induction as a key-preserving data mining method 3rd European Conference on Principles and Practice of Knowledge Discovery in Databases 1999 448 455
29. G. Raschia, and N. Mouaddib Saintetiq: a fuzzy set-based approach to database summarization Fuzzy Sets and Systems 129 2 2002 137 162 (Pubitemid 34524823)
30. S. Tsumoto Knowledge discovery in clinical databases and evaluation of discovered knowledge in outpatient clinic Information Sciences 124 1-4 2000 125 137 (Pubitemid 30577726)
31. L.Z. Wang, L.H. Zhou, and T. Chen A new method of attribute-oriented spatial generalization Proceedings of 2004 International Conference on Machine Learning and Cybernetics 2004 1393 1398
32. Y.C. Yang Web user behavioral profiling for user identification Decision Support Systems 49 3 2010 261 271
33. S.C. Yoon, and E.K. Park An approach to intensional query answering at multiple abstraction levels using data mining approaches Proceedings of the 32th Hawaii conference on System Sciences 1999 204
34. M.J. Zaki Scalable algorithms for association mining IEEE Transactions on Knowledge and Data Engineering 12 3 2000 372 390