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Abstract: The Receiver Operating Characteristic (ROC) has become a standard tool for the analysis and comparision of classifiers when the costs of misclassification are unknown. (Update)
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BibTeX entry: (Update)
Fieldsend, J., & Everson, R. (2005). Formulation and comparison of multi-class ROC surfaces. Proceedings of the 2nd ROC Analysis in Machine Learning Workshop, part of the 22nd International Conference on Machine Learning (ICML 2005) (pp. 41-- 48). http://citeseer.ist.psu.edu/article/fieldsend05formulation.html More
@misc{ fieldsend05formulation,
author = "J. Fieldsend and R. Everson",
title = "Formulation and comparison of multi-class ROC surfaces",
text = "Fieldsend, J., & Everson, R. (2005). Formulation and comparison of multi-class
ROC surfaces. Proceedings of the 2nd ROC Analysis in Machine Learning Workshop,
part of the 22nd International Conference on Machine Learning (ICML 2005)
(pp. 41-- 48).",
year = "2005",
url = "citeseer.ist.psu.edu/article/fieldsend05formulation.html" }
Citations (may not include all citations):2133 Pattern classification and scene analysis (context) - Duda, Hart - 1973
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20 Using Unconstrained Elite Archives for Multi-Objective Optim.. - Fieldsend, Everson et al. - 2003
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13 A simple generalisation of the area under the ROC curve for .. (context) - Hand, Till - 2001
6 Note on the location of optimal classifiers in n-dimensional.. - Srinivasan - 1999
6 A probabilistic nearest neighbour method for statistical pat.. (context) - Holmes, Adams - 2002
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5 Comparing classifiers when the misallocation costs are uncer.. (context) - Adams, Hand - 1999
5 Improving accuracy and cost of two-class and multi-class pro.. (context) - Lachiche, Flach - 2003
4 Multi-class ROC analysis from a multi-objective optimisation.. (context) - Everson, Fieldsend - 2005
4 Analysis and visualisation of classifier performance: Compar.. (context) - Provost, Fawcett - 1997
3 ROC Optimisation of Safety Related Systems - Fieldsend, Everson - 2004
3 Decision support for data mining: Introduction to ROC analys.. (context) - Flach, Blockeel et al. - 2003
2 Volume under the ROC surface for multi-class problems (context) - Ferri, Hernandez-Orallo et al. - 2003
2 Multi-objective optimisation of safety related systems: An a.. (context) - Everson, Fieldsend - 2005
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