Table 5. Performance comparison.
Parameters | Methods | |||||||
---|---|---|---|---|---|---|---|---|
BLM | FLM | |||||||
DT | NN | MLP | KNN | RF | FES | ARIMA | ||
Training time (seconds) | 31 | 10.7 | 17.3 | 25 | 17.78 | 16 | 28 | 10.5 |
Accuracy | 90.7 | 88.56 | 87.12 | 60.68 | 72.83 | 75.57 | 47.58 | 89.54 |
Precision | 92.55 | 91.62 | 86.97 | 63.83 | 72.04 | 85.81 | 41.07 | 91.79 |
Recall | 91.84 | 90.73 | 81.57 | 51.49 | 70.42 | 79.18 | 40.71 | 90.24 |
F1-Score | 23.05 | 22.79 | 21.05 | 14.25 | 17.81 | 20.59 | 10.22 | 22.75 |
Data Loss | 0.332 | 0.011 | 0.018 | 0.613 | 0.581 | 0.019 | 0.831 | 0.013 |