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The theoretical receiver-operating characteristic (ROC) curve graphically shows the expected performance of the detector as we increase the number of eigenvalue-eigenfunction pairs. The larger the number of the pairs utilized to construct the test-statistic, the more statistical features utilized and the better the performance of the algorithm
