Table 9. Ablation experiments of the proposed method (accuracy comparison).
Model | LR | RF | GB | XGBoost | DNN | 1D-CNN |
---|---|---|---|---|---|---|
Proposed | 83.0 | 98.6 | 96.6 | 98.8 | 98.1 | 96.8 |
(w/o) FS+SMOTETomek | 96.1 | 97.1 | 97.1 | 96.9 | 95.1 | 96.5 |
(w/o) FS | 85.6 | 99.0 | 98.0 | 99.3 | 97.6 | 98.9 |
(w/o) SMOTETomek | 96.3 | 97.3 | 95.7 | 97.2 | 95.4 | 95.7 |