Various Methods to Estimate the AUC
Estimate the AUC using a variety of methods as follows:
(1) frequentist nonparametric methods based on the Mann-Whitney statistic or kernel methods.
(2) frequentist parametric methods using the likelihood ratio test based on higher-order
asymptotic results, the signed log-likelihood ratio test, the Wald test,
or the approximate ''t'' solution to the Behrens-Fisher problem.
(3) Bayesian parametric MCMC methods.
Functions in auRoc
|petBrainGlioma||Standard Uptake Value (SUV) for Brain Glioma Grading|
|auc.nonpara.kernel||AUC by Kernel Methods|
|auc.para.bayes||AUC by the Bayesian MCMC|
|auc.para.frequentist||AUC by Frequentist Parametric Methods|
|auc.nonpara.mw||AUC Based on the Mann-Whitney Statistic|
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