Table 6 Noise robustness results in lower MSE values, indicating better noise resilience.
From: Parallel and distributed chimp-optimized LSTM for oil well-log reconstruction in China
Noise level | PDCOA | DLBMPA | QCOA | HBA | SBO | LightGBM | XGBoost | CatBoost | AdaBoost |
|---|---|---|---|---|---|---|---|---|---|
0% | 0.0098 | 0.0105 | 0.0102 | 0.0114 | 0.0110 | 0.0146 | 0.0154 | 0.0138 | 0.0178 |
5% | 0.0110 | 0.0124 | 0.0120 | 0.0131 | 0.0127 | 0.0165 | 0.0178 | 0.0151 | 0.0201 |
10% | 0.0121 | 0.0138 | 0.0130 | 0.0146 | 0.0142 | 0.0174 | 0.0188 | 0.0164 | 0.0220 |
20% | 0.0153 | 0.0176 | 0.0168 | 0.0185 | 0.0180 | 0.0201 | 0.0215 | 0.0192 | 0.0235 |
