Table 12 Pairwise comparison test results for six models.
Metrics | Models | LSTM-GRU-ANN | LSTM-GRU-MLP | CNN- BLSTM | BiLSTM-CNN | BiLSTM-Trans-CNN |
---|---|---|---|---|---|---|
Save | ECS-SDE | 0.04172 | 0.02734 | 0.24506 | 0.00032 | 0.02734 |
LSTM-GRU-ANN | 0.88185 | 0.32944 | 0.18410 | 0.88185 | ||
LSTM-GRU-MLP | 0.24506 | 0.22036 | 1.00000 | |||
CNN- BLSTM | 0.02734 | 0.24506 | ||||
BiLSTM-CNN | 0.22036 | |||||
BS+ | ECS-SDE | 0.09505 | 0.13251 | 0.03645 | 0.00216 | 0.03645 |
LSTM-GRU-ANN | 0.88185 | 0.75545 | 0.25184 | 0.75545 | ||
LSTM-GRU-MLP | 0.68500 | 0.18410 | 0.68500 | |||
CNN- BLSTM | 0.43925 | 1.00000 | ||||
BiLSTM-CNN | 0.43925 | |||||
AUC-ROC | ECS-SDE | 0.06626 | 0.24506 | 0.06626 | 0.00043 | 0.00043 |
LSTM-GRU-ANN | 0.57962 | 1.00000 | 0.06626 | 0.06626 | ||
LSTM-GRU-MLP | 0.57962 | 0.02734 | 0.02734 | |||
CNN- BLSTM | 0.06626 | 0.06626 | ||||
BiLSTM-CNN | 1.00000 | |||||
AUC-PR | ECS-SDE | 0.09465 | 0.06337 | 0.13807 | 0.02738 | 0.00012 |
LSTM-GRU-ANN | 0.82306 | 0.82306 | 0.50604 | 0.05215 | ||
LSTM-GRU-MLP | 0.75545 | 0.62792 | 0.06337 | |||
CNN- BLSTM | 0.39533 | 0.03645 | ||||
BiLSTM-CNN | 0.19587 | |||||
BS– | ECS-SDE | 0.01825 | 0.39533 | 0.82306 | 0.11043 | 0.01825 |
LSTM-GRU-ANN | 0.13807 | 0.02734 | 0.42818 | 0.82306 | ||
LSTM-GRU-MLP | 0.42818 | 0.42818 | 0.11043 | |||
CNN- BLSTM | 0.13807 | 0.01825 | ||||
BiLSTM-CNN | 0.39533 |