The effect of imbalanced data class distribution on fuzzy classifiers - Experimental study

IEEE International Conference on Fuzzy Systems

Volumn , Issue , 2005, Pages 749-754

  Visa, Sofia ^a   Ralescu, Anca ^a  

^a University of Cincinnati   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION (OF INFORMATION); DECISION MAKING; ROBUSTNESS (CONTROL SYSTEMS); TREES (MATHEMATICS);

DECISION TREES; FUZZY CLASSIFIERS;

FUZZY CONTROL;

EID: 23944466178     PISSN: 10987584     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (10)

1. F. Provost, T. Fawcett, and R. Kohavi, "The case against accuracy estimation for comparing induction algorithms," in Proceedings of the Fifteenth International Conference on Machine Learning, 1998, pp. 445-453.
2. F. Provost, "Machine learning from imbalanced data sets 101 (extended abstract)," 2001. [Online]. Available: citeseer.ist.psu.edu/ 387449.html
3. S. Visa and A. Ralescu, "Learning imbalanced and overlapping classes using fuzzy sets," in Proceedings of the ICML-2003 Workshop: Learning with Imbalanced Data Sets II, Washington, 2003, pp. 97-104.
4. _, "Fuzzy classifiers for imbalanced, complex classes of varying size," in Proceedings of the IPMU Conference, Perugia, 2004, pp. 393-400.
5. G. M. Weiss, "The effect of samall disjuncts and class distribution on decision tree learning," PhD Thesis, Rutgers University, May 2003.
6. J. Baldwin, T. Martin, and B. Pilsworth, "Fril-fuzzy and evidential reasoning in artificial intelligence," pp. 47-95, 1995.
7. S. Visa, "Comparative study of methods for linguistic modeling of numerical data," MS Thesis, University of Cincinnati, December 2002.
8. S. Visa and A. Ralescu, "Linguistic modeling of physical task characteristics," Intelligent Systems for Information Processing: From Representation to Applications, pp. 431-442, 2003.
9. A. Inoue and A. Ralescu, "Generation of mass assignment with nested focal elements," in Proceedings of 18th International Conference of the North American Fuzzy Information Processing Society, 1999, pp. 208-212.
10. A. Ralescu and D. Ralescu, "Extensions of fuzzy aggregation," Fuzzy Sets and Systems, vol. 86, no. 3, pp. 321-330, 1997.