Research Article
Succinylation Site Prediction Based on Protein Sequences Using the IFS-LightGBM (BO) Model
Table 4
Predictive metrics of different feature selection methods.
| Feature selection methods | Optimal subsets | ACC | Recall | MCC | Precision | -measure |
| LightGBM | 351 | 0.7360 | 0.7223 | 0.4708 | 0.7240 | 0.7232 | ReliefF | 2314 | 0.7319 | 0.7150 | 0.4626 | 0.7211 | 0.7181 | LinearSVR | 2107 | 0.7304 | 0.7114 | 0.4594 | 0.7204 | 0.7159 | XGBoost | 563 | 0.7351 | 0.7231 | 0.4692 | 0.7224 | 0.7228 | ANOVA | 1203 | 0.7316 | 0.7142 | 0.4620 | 0.7211 | 0.7176 | -SNE | 3 | 0.5526 | 0.5112 | 0.1019 | 0.5328 | 0.5218 | PCA | 1517 | 0.6952 | 0.6617 | 0.3885 | 0.6880 | 0.6746 |
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