The probability density of correct detection probability for any false alarm probability on a receiver operating characteristic (ROC) curve is obtained using Bayesian methods. Simulations demonstrate that this density provides rigorous and practical methods for obtaining ROC curve confidence intervals.
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Parker et al. (2005) studied this question.
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