A simple lexicographic ranker and probability estimator

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4701 LNAI, Issue , 2007, Pages 575-582

  Flach, Peter ^a   Matsubara, Edson Takashi ^b  

^a UNIVERSITY OF BRISTOL   (United Kingdom)

^b UNIVERSITY OF SÃO PAULO   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

BINARY CODES; DATA ACQUISITION; PROBABILITY DENSITY FUNCTION; REGRESSION ANALYSIS;

BINARY CLASSIFICATION; LEXICOGRAPHIC RANKERS;

CLASSIFICATION (OF INFORMATION);

EID: 38049148731     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-74958-5_55     Document Type: Conference Paper

References (9)

1. Zadrozny, B., Elkan, C.: Obtaining calibrated probability estimates from decision trees and naive Bayesian classifiers. In: Bradley, C.E., Danyluk, A.P. (eds.) Proceedings of the Eigteenth International Conference on Machine Learning (ICML 2001), pp. 609-616. Morgan Kaufmann, San Francisco (2001)
2. Fawcett, T., Niculescu-Mizil, A.: PAV and the ROC convex hull. Machine Learning 68(1), 97-106 (2007)
3. Ferri, C., Flach, P.A., Hernández-Orallo, J.: Learning decision trees using the area under the ROC curve. In: Sammut, C., Hoffmann, A.G. (eds.) Proceedings of the Nineteenth International Conference (ICML 2002), pp. 139-146. Morgan Kaufmann, San Francisco (2002)
4. Provost, F., Domingos, P.: Tree induction for probability-based ranking. Machine Learning 52(3), 199-215 (2003)
5. Brier, G.: Verification of forecasts expressed in terms of probabilities. Monthly Weather Review 78, 1-3 (1950)
6. Cohen, I., Goldszmidt, M.: Properties and benefits of calibrated classifiers. In: Boulicaut, J.F., Esposito, F., Giannotti, F., Pedreschi, D. (eds.) PKDD 2004. LNCS (LNAI), vol. 3202, pp. 125-136. Springer, Heidelberg (2004)
7. Provost, F., Fawcett, T.: Robust classification for imprecise environments. Machine Learning 42(3), 203-231 (2001)
8. Newman, D., Hettich, S., Blake, C., Merz, C.: UCI repository of machine learning databases (1998)
9. Demšar, J.: Statistical comparisons of classifiers over multiple data sets. Journal of Machine Learning Research 7, 1-30 (2006)