Table 7 Missing data patterns with different missing data rates (10%, 20%, 30%, and 50%).
From: Parallel and distributed chimp-optimized LSTM for oil well-log reconstruction in China
Missing data rate (%) | PDCOA | DLBMPA | SBO | QCOA | HBA | LightGBM | XGBoost | CatBoost | AdaBoost |
|---|---|---|---|---|---|---|---|---|---|
10% | 0.0099 | 0.0110 | 0.0113 | 0.0105 | 0.0117 | 0.0150 | 0.0160 | 0.0140 | 0.0180 |
20% | 0.0123 | 0.0150 | 0.0156 | 0.0142 | 0.0161 | 0.0173 | 0.0185 | 0.0168 | 0.0202 |
30% | 0.0145 | 0.0180 | 0.0189 | 0.0168 | 0.0195 | 0.0198 | 0.0210 | 0.0185 | 0.0229 |
50% | 0.0167 | 0.0207 | 0.0214 | 0.0195 | 0.0220 | 0.0221 | 0.0238 | 0.0215 | 0.0251 |
