A closed-form Bayesian estimator of the AUC of a linear classifier is derived for Gaussian class-conditional distributions, avoiding cross-validation and sampling.
Efron, Bootstrap methods: another look at the jackkni fe, in: Breakthroughs in statistics, Springer, 1992, pp
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Bayesian Receiver Operating Characteristic Metric for Linear Classifiers
A closed-form Bayesian estimator of the AUC of a linear classifier is derived for Gaussian class-conditional distributions, avoiding cross-validation and sampling.