Table 3

Effect of GAN-based data augmentation on the binary classification task

PrecisionRecallF1-scoreROC AUC
Original data (n=864)0.81±0.090.26±0.040.38±0.040.77±0.01
Augmented data (n=1728)0.86±0.040.46±0.040.60±0.050.81±0.00
Fold change1.061.771.581.05
P value0.6140.0080.0060.002
  • AUC, area under the curve; GAN, generative adversarial network; ROC, receiver operator characteristic.