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. 2022 Nov 29;17(11):e0278217. doi: 10.1371/journal.pone.0278217

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