Optimal multiple intervals discretization of continuous attributes for supervised learning

Proceedings - 3rd International Conference on Knowledge Discovery and Data Mining, KDD 1997

Volumn , Issue , 1997, Pages 295-298

  Zighed, D A ^a   Rakotomalala, R ^a   Feschet, F ^a  

^a UNIVERSITÉ LUMIÈRE LYON 2   (France)

Author keywords

[No Author keywords available]

Indexed keywords

OPTIMIZATION;

CONTINUOUS ATTRIBUTE; CONTINUOUS VARIABLES; DATA SET; DISCRETIZATIONS; EMPIRICAL COMPARISON; HILL CLIMBING; OPTIMAL ALGORITHM; OPTIMAL DISCRETIZATION; SAMPLE DATA;

SUPERVISED LEARNING;

EID: 27144536202     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

1. Breiman, L.; Friedman, J.; Olshen, R.; and Stone, C. 1984. Classification and Regression Trees. California: Wadsworth International.
2. Catlett, J. 1991. On changing continuous attributes into ordered discrete attributes. Artificial Intelligence Journal 164-178.
3. Celeux, G., and Robert, G. 1993. Une histoire de discretisation (avec commentaires). La Revue du Modulad (11):7-43.
4. de Merckt, T. V. 1993. Decision trees in numerical attributes spaces. In Proceedings of the 13th IJCAI.
5. Dougherty, J.; Kohavi, R.; and Sahmi, M. 1995. Supervised and unsupervised discretization of continuous features. In Preiditis, A., and Rüssel, S., eds., Proceedings of the Twelth International Conference in Machine Learning.
6. Fayyad, U., and Irani, K. 1993. Multi-interval discretization of continuous-valued attributes for classification learning. In Proceedings of the 13th IJCAI, 1022-1027.
7. Fischer, W. 1958. On grouping for maximum homogeneity. Journal of American Statistical Association (53): 789-798.
8. Kerber, R. 1991. Chimerge discretization of numeric attributes. In Proceedings of the 10th International Conference on Artificial Intelligence, 123-128.
9. Lechevallier, Y. 1990. Recherche d'une partition optimale sous contrainte d'ordre total. Technical report, INRIA.
10. Liu, H., and Setiono, R. 1995. Discretization of ordinal attributes and feature selection. Technical Report TRB4/95, Department of Sys. and Comp. Sci, National University of Singapore.
11. Zighed, D.; Rakotomalala, R.; and Rabaseda, S. 1996. A discretization method of continuous attributes in induction graphs. In Proceedings of the 30th European Meetings on Cybernetic and Systems Research, 997-1002.