One-Class Classification by Ensembles of Random Planes (OCCERPs)

Table 6

Average AUCROC of OCCERP(500) and OCCERP(200) on various datasets [28, 29] presented in Table 1. Bold numbers indicate the best performance.

Dataset	OCCERP (200)	OCCERP (500)
Pima	0.736	0.738
segment0	0.851	0.923
Winequality-red-4	0.592	0.655
Winequality-red-8_vs_6	0.686	0.716
Winequality-white-3_vs_7	0.901	0.928
yeast1	0.572	0.589
yeast3	0.755	0.788
yeast4	0.723	0.745
Aloi-unsupervised	0.554	0.556
Annthyroid-unsupervised	0.662	0.766
Breast-cancer-unsupervised	0.953	0.985
Letter-unsupervised	0.857	0.872
Satellite-unsupervised	0.963	0.977
Shuttle-unsupervised	0.997	0.999
Pen-global-unsupervised	0.996	0.998
Pen-local-unsupervised	0.953	0.966