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. Author manuscript; available in PMC: 2023 Jun 1.
Published in final edited form as: Ann Appl Stat. 2023 May 1;17(2):1220–1238. doi: 10.1214/22-AOAS1666

Table 3.

Performance metrics under Case 3: Cauchy distribution. Table shows mean metrics (standard deviation).

π Method Accuracy F-score Sensitivity Specificity
0.3 Two-step 0.6994 (0.0062) - 0 (0) 1 (0)
Biased-SVM 0.6746 (0.1430) 0.4143 (0.2151) 0.4759 (0.3115) 0.7604 (0.2360)
Bagging-SVM 0.8146 (0.1036) 0.7422 (0.0705) 0.8372 (0.0468) 0.8047 (0.1614)
Mixture model 0.8570 (0.0141) 0.7819 (0.0133) 0.8509 (0.0352) 0.8596 (0.0326)
0.4 Two-step 0.5991 (0.0066) - 0 (0) 1 (0)
Biased-SVM 0.6101 (0.1161) 0.3326 (0.2237) 0.3550 (0.3290) 0.7819 (0.2557)
Bagging-SVM 0.7906 (0.0953) 0.7581 (0.0887) 0.7957 (0.0790) 0.7871 (0.1385)
Mixture model 0.8418 (0.0093) 0.8219 (0.0079) 0.9104 (0.0278) 0.7959 (0.0303)
0.5 Two-step 0.4911 (0.0068) - 0 (0) 1 (0)
Biased-SVM 0.5193 (0.0561) 0.2312 (0.2179) 0.2286 (0.2854) 0.8127 (0.2630)
Bagging-SVM 0.7275 (0.1225) 0.7303 (0.1148) 0.7277 (0.1170) 0.7275 (0.1743)
Mixture model 0.8468 (0.0077) 0.8612 (0.0056) 0.9484 (0.0191) 0.7448 (0.0291)
0.6 Two-step 0.4009 (0.0066) - 0 (0) 1 (0)
Biased-SVM 0.4549 (0.0768) 0.2302 (0.2137) 0.2146 (0.2818) 0.8130 (0.2729)
Bagging-SVM 0.6719 (0.1523) 0.6992 (0.1646) 0.6588 (0.1735) 0.6908 (0.2009)
Mixture model 0.8614 (0.0073) 0.8935 (0.0052) 0.9703 (0.0105) 0.6987 (0.0272)
0.7 Two-step 0.3006 (0.0061) - 0 (0) 1 (0)
Biased-SVM 0.3800 (0.0997) 0.2329 (0.2107) 0.1995 (0.2483) 0.8010 (0.2483)
Bagging-SVM 0.6058 (0.1291) 0.6736 (0.1193) 0.5984 (0.1445) 0.6230 (0.2268)
Mixture model 0.8837 (0.0062) 0.9221 (0.0041) 0.9845 (0.0053) 0.6500 (0.0238)