An ordinal data method for the classification with reject option

8th International Conference on Machine Learning and Applications, ICMLA 2009

Volumn , Issue , 2009, Pages 746-750

  Sousa, Ricardo ^a   Mora, Beatriz ^a   Cardoso, Jaime S ^a  

^a UNIVERSITY OF PORTO   (Portugal)

Author keywords

Decision support systems; Machine learning; Reject option; Svm

Indexed keywords

BINARY CLASSIFICATION; BINARY CLASSIFIERS; COMPLEX DATA; HUMAN EVALUATION; MACHINE-LEARNING; NOVEL METHODS; ORDINAL DATA; REAL DATA SETS;

ARTIFICIAL INTELLIGENCE; CLASSIFIERS; DECISION MAKING; DECISION SUPPORT SYSTEMS; DECISION THEORY; LEARNING SYSTEMS;

CLASSIFICATION (OF INFORMATION);

EID: 77950824603     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICMLA.2009.11     Document Type: Conference Paper

References (5)

1. J. S. Cardoso and M. J. Cardoso, "Towards an intelligent medical system for the aesthetic evaluation of breast cancer conservative treatment," Artificial Intelligence in Medicine, vol. 40, pp. 115-126, 2007.
2. G. Fumera and F. Roli, "Support Vector Machines with Embedded Reject Option," in SVM '02: Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines. London, UK: Springer-Verlag, 2002, pp. 68-82.
3. A. Bounsiar, P. Beauseroy, and E. Grall-Maës, "General solution and learning method for binary classification with performance constraints," Pattern Recognition Letters, vol. 29, no. 10, pp. 1455-1465, 2008.
4. R. El-Yaniv, D. Pechyony, and E. Yom-Tov, "Better multiclass classification via a margin-optimized single binary problem," Pattern Recognition Letters, vol. 29, pp. 1954-1959, 2008.
5. J. S. Cardoso and J. F. P. da Costa, "Learning to classify ordinal data: the data replication method," Journal of Machine Learning Research, vol.8, pp. 1393-1429, 2007. (Pubitemid 47210277)