Receiver operating characteristic (ROC) curves for the multiband classification results obtained from 14 observations per sample. The corresponding area under the curve (AUC), which approaches unity for a perfect classification, is indicated in the legend. Note that the ROC curve improves rapidly over the first few observations, suggesting increased model accuracy with early observations, and begins to saturate when N_obs,m-b ≳ 9.