A fuzzy statistics based method for mining fuzzy correlation rules

WSEAS Transactions on Mathematics

Volumn 6, Issue 11, 2007, Pages 852-858

  Lin, Nancy P ^a   Chen, Hung Jen ^a   Chueh, Hao En ^a   Hao, Wei Hua ^a   Chang, Chung I ^a  

^a TAMKANG UNIVERSITY   (Taiwan)

Author keywords

Fuzzy association rules; Fuzzy correlation analysis; Fuzzy correlation rules; Fuzzy itemsets; Fuzzy statistics; Linear relationship

Indexed keywords

ASSOCIATION RULES; ASSOCIATIVE PROCESSING; CLUSTER ANALYSIS; CORRELATION METHODS; DISCRIMINANT ANALYSIS; FUZZY RULES; FUZZY SETS; MINING; REGRESSION ANALYSIS; STATISTICAL METHODS;

CORRELATION ANALYSIS; FUZZY ASSOCIATION RULES; FUZZY DATASET; FUZZY STATISTICS; ITEMSETS; LINEAR RELATIONSHIPS; STRENGTH (IGC: D5/D6);

FUZZY LOGIC;

EID: 47049119162     PISSN: 11092769     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (24)

1. R. Agrawal, T. Imielinski and A. Swami, Mining Association Rules between Sets of Items in Large Databases, Proceedings of the ACM SIGMOD International Conference on Management of Data, Washington D.C., May 1993, pp.207-216,
2. R. Agrawal, H. Mannila, R. Srikant, H. Toivonen and A. I. Verkamo, Fast Discovery of Association Rules, Advances in Knowledge Discovery and Data Mining, Chapter 12, AAAI/MIT Press, 1995.
3. R. Agrawal and R. Strikant, Fast algorithms for mining association rules, Proceedings of the 20th International Conference on Very Large Databases, Santiago, Chile, September 1994, pp.487-499.
4. S. F. Arnold, Mathematical Statistics, Prentice-Hall, New Jersey, 1990.
5. W.-H. Au and K.C.C. Chan, An effective algorithm for discovering fuzzy rules in relational databases, Proceedings of the IEEE World Congress on Computational Intelligence, 1998, pp.1314-1319.
6. P. Bosc, D. Dubois, O. Pivert and H. Prade, On fuzzy association rules based on fuzzy cardinalities, Proceedings of the IEEE International Fuzzy Systems Conference, Melbourne, 2001.
7. S. Brin, R. Motwani and C. Silverstein, Beyond market baskets: Generalizing association rules to correlations, Proceedings of the ACM SIGMOD International Conference on Management of Data, 1997, pp. 265-276.
8. H. Bustince and P. Burillo, Correlation of interval-valued intuitionistic fuzzy sets, Fuzzy sets and systems, Vol. 74, 1995, pp.237-244.
9. K.C.C. Chan and A.K.C. Wong, Mining Fuzzy Association Rules, Proceedings of the sixth international conference on Information and knowledge management 1997, Las Vegas, Nevada, United States, November 1997, pp.209-215.
10. D. A. Chiang and N. P. Lin, Correlation of Fuzzy Sets, Fuzzy Sets and Systems, Vol. 102, 1999, pp.221-226.
11. M. De Cock, C. Cornelis and E.E. Kerre, Elicitation of fuzzy association rules from positive and negative examples, Fuzzy Sets and Systems, Vol. 149, 2005, pp.73-85.
12. M. Delgado, N. Marín, D. Sánchez and M. Vila, Fuzzy Association Rules: General Model and Applications, IEEE Transactions on Fuzzy Systems, Vol. 11, No. 2, April 2003, pp.214-225.
13. D. Dubois, E. Hullermeier and H. Prade, A Note on Quality Measures for Fuzzy Association Rules, Proceedings of the 10th International Fuzzy Systems Association World Congress (IFSA-03), Lecture Notes in Artificial Intelligence 2715, Springer-Verlag, 2003, pp.346-353.
14. M. H. Dunham, Data mining, Introductory and Advanced Topics, Pearson Education, Inc., 2003.
15. A. Fu, M. Wong, S. Sze, W. Wong, W. Wong, and W. Yu, Finding fuzzy sets for the mining of fuzzy association rules for numerical attributes, Proceedings of the First International Symposium on Intelligent Data Engineering and Learning, Hong Kong, October 1998, pp.263-268.
16. J.M. de Graaf, W.A. Kosters and J.J.W. Witteman, Interesting Fuzzy Association Rules in Quantitative Databases, Proceedings of the PKDD 2001 (The 5th European Conference on Principles of Data Mining and Knowledge Discovery), Springer Lecture Notes in Computer Science 2168, Freiburg, Germany, September 2001, pp. 140-151.
17. J. Han and M. Kamber, Data mining: Concepts and Techniques, Academic Press, 2001.
18. D. H. Hong and S. Y. Hwang, Correlation of intuitionistic fuzzy sets in probability spaces, Fuzzy Sets and Systems, Vol.75, 1995, pp.77-81.
19. H. Ishibuchi, T. Nakashima and T. Yamamoto, Fuzzy association rules for handling continuous attributes, Proceedings of the IEEE International Symposium on Industrial Electronics, 2001, pp.118-121.
20. C. M. Kuok, A. Fu and M. H. Wong, Fuzzy association rules in large databases with quantitative attributes, ACM SIGMOD Records, March 1998.
21. R. Srikant and R. Agrawal, Mining Generalized Association Rules, Future Generation Computer Systems, Volume 13(2-3), December 1997, pp.161-180.
22. X. Wu, C. Zhang and S. Zhang, Efficient mining of both positive and negative association rules, ACM Transactions on Information Systems, Vol. 22, Issue 3, July 2004, pp.381-405.
23. C. Yu, Correlation of fuzzy numbers, Fuzzy Sets and Systems, Vol. 55, 1993, pp.303-307.
24. W. Zhang, Mining Fuzzy Quantitative Association Rules, Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence, 1999, pp.99-102.