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Table 1 The prediction performance of all the models (mean ± std. (standard deviation))

From: Interpretable clinical prediction via attention-based neural network

Models Accuracy Precision Recall F1 AUC
MLP_attention 0.667 ± 0.030 0.710 ± 0.020 0.795 ± 0.059 0.749 ± 0.029 0.691 ± 0.047
MLP 0.651 ± 0.028 0.692 ± 0.022 0.799 ± 0.062 0.741 ± 0.030 0.683 ± 0.041
LR 0.655 ± 0.027 0.700 ± 0.019 0.792 ± 0.043 0.743 ± 0.024 0.684 ± 0.039
SDAE 0.623 ± 0.025 0.670 ± 0.018 0.782 ± 0.038 0.722 ± 0.022 0.658 ± 0.033