Table 4.

Evaluation indicator scores 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	0.6570	0.5823	0.4750	0.6119	0.5323	0.4837	0.6377	0.5835	0.5945
ENN	0.6739	0.0931	0.0487	0.6739	0.0931	0.0487	0.6739	0.0931	0.0487
Tomek Links	0.6490	0.0763	0.0515	0.6490	0.0763	0.0515	0.6490	0.0763	0.0515
ROS	0.8318	0.7010	0.6178	0.8389	0.7441	0.7069	0.8397	0.7786	0.7888
ADASYN	0.9113	0.8194	0.7700	0.9296	0.8671	0.8497	0.9357	0.8801	0.8837
SMOTE	0.9091	0.8298	0.7828	0.9277	0.8645	0.8457	0.9353	0.8787	0.8810
BS-1	0.9188	0.8451	0.7998	0.9322	0.8715	0.8536	0.9405	0.8788	0.8808
BS-2	0.8994	0.8287	0.7783	0.9165	0.8569	0.8367	0.9226	0.8622	0.8658
SMOTE+ENN	0.9233	0.8642	0.8518	0.9342	0.8720	0.8968	0.9342	0.8739	0.8746
SMOTE+Tomek	0.9086	0.8305	0.7820	0.9269	0.8688	0.8508	0.9351	0.8788	0.8808
BS-1+Tomek	0.9195	0.8436	0.7984	0.9324	0.8680	0.8496	0.9416	0.8820	0.8834
BS-2+Tomek	0.8999	0.8263	0.7754	0.9178	0.8554	0.8357	0.9235	0.8664	0.8693
WGAN	0.9470	0.9221	0.9269	0.9643	0.9492	0.9511	0.9706	0.9619	0.9626
ACWGAN	0.9494	0.9222	0.9269	0.9664	0.9497	0.9515	0.9757	0.9627	0.9635