Table 2.

AUC for different sampling methods and sampling rates of test data.

Performance	SR = 0.5			SR = 0.75			SR = 1
	AUC	G	F1	AUC	G	F1	AUC	G	F1
RUS	0.7138	0.5716	0.4610	0.7117	0.6323	0.5740	0.6881	0.6328	0.6346
ENN	0.7237	0.0928	0.0387	0.7237	0.0928	0.0387	0.7237	0.0928	0.0387
TomekLinks	0.7163	0.0688	0.0300	0.7163	0.0688	0.0300	0.7163	0.0688	0.0300
ROS	0.7778	0.6423	0.5491	0.7824	0.6775	0.6252	0.7862	0.7048	0.7067
ADASYN	0.7718	0.6027	0.4977	0.7799	0.6782	0.6288	0.7805	0.7100	0.7174
SMOTE	0.7901	0.6436	0.5497	0.8053	0.7055	0.6599	0.8024	0.7194	0.7221
BS-1	0.7920	0.6037	0.4980	0.7968	0.6871	0.6385	0.8007	0.7388	0.7470
BS-2	0.7779	0.5786	0.4673	0.7956	0.7100	0.6664	0.7921	0.7291	0.7353
SMOTE+ENN	0.8295	0.7276	0.6810	0.8457	0.7599	0.7762	0.8027	0.7212	0.7239
SMOTE+Tomek	0.7901	0.6436	0.5497	0.8053	0.7041	0.6585	0.8021	0.7197	0.7212
BS-1+Tomek	0.7913	0.6068	0.5021	0.7969	0.6878	0.6395	0.8006	0.7399	0.7482
BS-2+Tomek	0.7803	0.5874	0.4785	0.7965	0.7102	0.6668	0.7927	0.7282	0.7342
GAN	0.8659	0.7011	0.7535	0.8798	0.7961	0.8228	0.8978	0.8562	0.8533
ACGAN	0.8776	0.7282	0.7753	0.8808	0.7966	0.8237	0.9077	0.8681	0.8644
WGAN	0.9143	0.8114	0.8443	0.9251	0.8656	0.8813	0.9374	0.8969	0.8950
ACWGAN	0.9380	0.8825	0.8996	0.9489	0.9082	0.9174	0.9618	0.9368	0.9367