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ROC graphs with instance-varying costs Export

Pattern Recogn. Lett., Vol. 27, No. 8. (June 2006), pp. 882-891.

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auc cost_sensitive instance_weighting roc

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Includes a simple, intuitive proof of the relationship between AUC and the Mann-Whitney-Wilcoxon statistic (i.e., that the AUC is the probability of misranking a negative example before a positive one). The proof works for instance-weighted costs and is a generalisation of the proof given in Sing's 2004 PhD thesis.

mdreid (public note) - 2008-03-31 05:36:07

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