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. 2020 Mar 18;20(Suppl 2):49. doi: 10.1186/s12911-020-1052-0

Table 3.

Comparison with three classifier on four datasets in term of ACC, TPR, SPC, PPV, precision, MCC, and AUC

Datasets Model ACC (%) TPR (%) SPC (%) PPV (%) MCC (%) AUC
enzymes MLP 90.01 100 80.06 83.31 81.67 0.9967
SVM 89.88 92.31 87.53 88.12 81.77 0.9686
DeepLSTM 92.92 99.31 86.57 88.04 86.75 0.9951
ion channels MLP 87.58 100 75.22 80.07 77.61 0.9972
SVM 89.36 85.95 92.74 92.23 80.93 0.9613
DeepLSTM 91.97 93.23 90.87 89.95 85.19 0.9705
GPCRs MLP 87.20 76.70 97.77 97.19 77.20 0.9853
SVM 85.43 86.28 84.60 84.81 74.99 0.9230
DeepLSTM 91.80 83.71 100 100 84.44 0.9951
nucl. rec MLP 88.89 88.24 89.47 88.24 80.19 0.8421
SVM 85.00 68.90 100 100 72.43 0.9910
DeepLSTM 91.11 95.24 87.50 86.96 83.76 0.9206