Table 5.
Model | Acc. | Prec. | Recall | F1 Score | FPR | NPV | AUC | GM | MCC | (s) | (s) |
---|---|---|---|---|---|---|---|---|---|---|---|
RNN [67] | 99.91 | - | - | - | 1.28 | - | - | - | - | 201.70 | 44.23 |
SVM [67] | - | - | - | - | 2.99 | - | - | - | - | - | - |
RF [67] | - | - | - | - | 4.29 | - | - | - | - | - | - |
NB [67] | - | - | - | - | 3.24 | - | - | - | - | - | - |
DNN [68] | 98.22 | - | - | - | 1.14 | - | - | - | - | 991.60 | - |
RNN [68] | 98.31 | - | - | - | 1.10 | - | - | - | - | 1400.60 | - |
CNN [68] | 98.37 | - | - | - | 1.00 | - | - | - | - | 1367.20 | - |
RBM [68] | 98.28 | - | - | - | 1.13 | - | - | - | - | 2111.90 | - |
DBN [68] | 98.31 | - | - | - | 1.12 | - | - | - | - | 2921.70 | - |
DBM [68] | 98.38 | - | - | - | 1.11 | - | - | - | - | 2800.10 | - |
DAE [68] | 98.39 | - | - | - | 1.11 | - | - | - | - | 2816.20 | - |
RDTIDS [69] | 97.00 | - | - | - | 1.12 | - | - | - | - | 195.50 | 2.27 |
BLSTM [70] | 98.91 | - | - | - | 1.20 | - | - | - | - | 149.60 | 69.10 |
SMOTE-DRNN | 100.00 | 99.50 | 99.75 | 99.62 | 0.00 | 100.00 | 99.87 | 99.74 | 99.62 | 1147.32 | 9.81 |