Table 13 Comparison of computation time (unit: s).
Dataset | ECS-SDE | LSTM-GRU-ANN | LSTM-GRU-MLP | CNN- BLSTM | BiLSTM-CNN | BiLSTM-Trans-CNN |
|---|---|---|---|---|---|---|
GMSC | 5702.62 (5) | 9242.66 (6) | 5457.11 (4) | 1442.35 (1) | 1757.19 (3) | 1523.67 (2) |
PAKDD | 1870.85 (4) | 2956.66 (6) | 1961.10 (5) | 187.43 (1) | 290.83 (3) | 220.57 (2) |
DCCC | 1993.70 (6) | 860.72 (4) | 897.85 (5) | 518.67 (2) | 528.1 (1) | 595.2 (3) |
IEEE | 53479.49 (6) | 19844.16 (5) | 13839.01 (4) | 4831.90 (3) | 2962.63 (2) | 2905.3 (1) |
Average ranking | 5.25 | 5.25 | 4.50 | 1.75 | 2.25 | 2.00 |