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. 2021 Nov 25;71:2500211. doi: 10.1109/TIM.2021.3130675

TABLE VIII. Comparison With the State-of-the-Art Methods Based on Datasets 1 and 2.

Refs Dataset Model Metrics
[21] Dataset 1 RF, LR, GLMNET, and ANN AUC=95
[52] Dataset 1 NN, RF, GBT, LR, and SVM AUC=85
[17] Dataset 1 MLP, SVM, RT, RF, BN, and NB Acc=95.15% Sens=96.8%, Spec=93.6%
[12] Dataset 1 XGBoost AUC=99.38
Ours Dataset 1 VAE-Softmax AUC=99.85
Ours Dataset 1 GAN-Softmax AUC=99.53
Ours Dataset 1 VAE-1SVM AUC=99.6
[15] Dataset 2 DT-XGBoost AUC=85
Ours Dataset 2 VAE-1SVM AUC=99.3