Migraine type classification on AoU (test)
92.39AccuracyXGBoost
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| XGBoostEncoding Type=PaReGTA-Gap2026.02 | 92.39 | 0.9494 | |
| LightGBMEncoding Type=PaReGTA-Gap2026.02 | 92.33 | 0.9524 | |
| GBCEncoding Type=PaReGTA-Gap2026.02 | 92.26 | 0.9517 | |
| LightGBMEncoding Type=PaReGTA-Month2026.02 | 92.06 | 0.9496 | |
| XGBoostEncoding Type=PaReGTA-Month2026.02 | 92.02 | 0.9451 | |
| XGBoostEncoding Type=PaReGTA-Date2026.02 | 91.98 | 0.9437 | |
| LightGBMEncoding Type=PaReGTA-Date2026.02 | 91.76 | 0.9428 | |
| LREncoding Type=PaReGTA-Date2026.02 | 91.67 | 0.9453 | |
| GBCEncoding Type=PaReGTA-Month2026.02 | 91.63 | 0.9481 | |
| LREncoding Type=PaReGTA-Gap2026.02 | 91.62 | 0.9514 | |
| GBCEncoding Type=PaReGTA-Date2026.02 | 91.61 | 0.9416 | |
| LREncoding Type=PaReGTA-Month2026.02 | 91.44 | 0.9495 | |
| SVMEncoding Type=PaReGTA-Month2026.02 | 91.11 | 0.9412 | |
| SVMEncoding Type=PaReGTA-Gap2026.02 | 90.34 | 0.9417 | |
| SVMEncoding Type=PaReGTA-Date2026.02 | 89.77 | 0.9292 | |
| LightGBMEncoding Type=Count BoC2026.02 | 84.73 | 0.8354 | |
| GBCEncoding Type=Count BoC2026.02 | 84.15 | 0.8197 | |
| LightGBMEncoding Type=One-hot encoding2026.02 | 84.02 | 0.7634 | |
| XGBoostEncoding Type=Count BoC2026.02 | 83.96 | 0.8272 | |
| XGBoostEncoding Type=PaReGTA-Without2026.02 | 83.82 | 0.8506 | |
| GBCEncoding Type=One-hot encoding2026.02 | 83.78 | 0.7583 | |
| LightGBMEncoding Type=PaReGTA-Without2026.02 | 83.7 | 0.8678 | |
| XGBoostEncoding Type=One-hot encoding2026.02 | 83.38 | 0.7549 | |
| SVMEncoding Type=Count BoC2026.02 | 83.17 | 0.7256 | |
| LREncoding Type=Count BoC2026.02 | 82.6 | 0.7673 | |
| XGBoostEncoding Type=PaReGTA-Last2026.02 | 82.17 | 0.7659 | |
| LREncoding Type=PaReGTA-Without2026.02 | 81.9 | 0.8636 | |
| GBCEncoding Type=PaReGTA-Without2026.02 | 81.84 | 0.8636 | |
| LREncoding Type=One-hot encoding2026.02 | 80.35 | 0.762 | |
| GBCEncoding Type=PaReGTA-Last2026.02 | 80.29 | 0.7785 | |
| SVMEncoding Type=One-hot encoding2026.02 | 80.1 | 0.7475 | |
| SVMEncoding Type=PaReGTA-Without2026.02 | 80.02 | 0.8167 | |
| LREncoding Type=PaReGTA-Last2026.02 | 79.68 | 0.7819 | |
| LightGBMEncoding Type=PaReGTA-Last2026.02 | 79.42 | 0.7493 | |
| SVMEncoding Type=PaReGTA-Last2026.02 | 77.76 | 0.7362 |