Fraud Detection on Credit Card Fraud dataset

0.9996AccuracyImbalanced

Evaluation Results

Method
Imbalanced2026.05	0.9996	—	—	—	0.9366	0.9996	1	0.9998	0.9669	0.7905	0.8699
Imbalanced2026.05	0.9994	—	—	—	0.9648	0.9996	0.9998	0.9997	0.8702	0.7703	0.8172
Imbalanced2026.05	0.9993	—	—	—	0.9582	0.9995	0.9998	0.9997	0.8699	0.723	0.7897
Imbalanced2026.05	0.9993	—	—	—	0.9522	0.9996	0.9997	0.9997	0.8248	0.7635	0.793
Imbalanced2026.05	0.9991	—	—	—	0.9583	0.9993	0.9998	0.9996	0.8558	0.6014	0.7063
Self-PU2023.10	0.992	0.89	0.858	0.924	0.956	—	—	—	—	—	—
PAN2023.10	0.991	0.915	0.854	0.985	0.966	—	—	—	—	—	—
HolisticPU2023.10	0.991	0.991	0.99	0.993	0.997	—	—	—	—	—	—
PULNS2023.10	0.99	0.89	0.832	0.956	0.945	—	—	—	—	—	—
P3MIX-B2023.10	0.99	0.919	0.877	0.965	0.975	—	—	—	—	—	—
Dist-PU2023.10	0.988	0.879	0.802	0.972	0.965	—	—	—	—	—	—
P3MIX-C2023.10	0.988	0.902	0.865	0.941	0.973	—	—	—	—	—	—
VPU2023.10	0.986	0.917	0.849	0.997	0.969	—	—	—	—	—	—
nnPU2023.10	0.984	0.899	0.834	0.974	0.942	—	—	—	—	—	—
MIXPUL2023.10	0.984	0.829	0.866	0.792	0.913	—	—	—	—	—	—
nnPU+mixup2023.10	0.981	0.89	0.829	0.96	0.938	—	—	—	—	—	—
uPU2023.10	0.97	0.895	0.834	0.965	0.934	—	—	—	—	—	—
GAN2026.05	0.9662	—	—	—	0.9881	0.9423	0.9932	0.9671	0.9928	0.939	0.9652
GAN2026.05	0.9662	—	—	—	0.9912	0.951	0.9831	0.9668	0.9825	0.9492	0.9655
GAN2026.05	0.9662	—	—	—	0.9912	0.951	0.9831	0.9668	0.9825	0.9492	0.9655
GAN2026.05	0.9645	—	—	—	0.9896	0.9538	0.9764	0.9649	0.9757	0.9525	0.964
GAN2026.05	0.9628	—	—	—	0.9904	0.9363	0.9932	0.9639	0.9928	0.9322	0.9615
Q-SYNTH2026.05	0.9628	—	—	—	0.9885	0.9448	0.9831	0.9636	0.9823	0.9424	0.9619
Q-SYNTH2026.05	0.9628	—	—	—	0.9912	0.9507	0.9764	0.9633	0.9756	0.9492	0.9622
Q-SYNTH2026.05	0.9594	—	—	—	0.9906	0.9474	0.973	0.96	0.9721	0.9458	0.9588
Q-SYNTH2026.05	0.9594	—	—	—	0.9893	0.9564	0.9628	0.9596	0.9625	0.9559	0.9592
Q-SYNTH2026.05	0.9543	—	—	—	0.9896	0.9216	0.9932	0.9561	0.9926	0.9153	0.9524
SMOTE2026.05	0.9509	—	—	—	0.9885	0.9465	0.9561	0.9513	0.9555	0.9458	0.9506
SMOTE2026.05	0.9509	—	—	—	0.989	0.9465	0.9561	0.9513	0.9555	0.9458	0.9506
Balanced2026.05	0.9459	—	—	—	0.9839	0.9231	0.973	0.9474	0.9714	0.9189	0.9444
Balanced2026.05	0.9392	—	—	—	0.9842	0.9063	0.9797	0.9416	0.9779	0.8986	0.9366
Balanced2026.05	0.9392	—	—	—	0.9852	0.9276	0.9527	0.94	0.9514	0.9257	0.9384
SMOTE2026.05	0.9391	—	—	—	0.9778	0.8963	0.9932	0.9423	0.9924	0.8847	0.9355
SMOTE2026.05	0.9391	—	—	—	0.9781	0.8988	0.9899	0.9421	0.9887	0.8881	0.9357
SMOTE2026.05	0.9391	—	—	—	0.9829	0.914	0.9696	0.941	0.9675	0.9085	0.9371
Balanced2026.05	0.9358	—	—	—	0.9841	0.9272	0.9459	0.9365	0.9448	0.9257	0.9352
Balanced2026.05	0.9324	—	—	—	0.9838	0.881	1	0.9367	1	0.8649	0.9275