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Migraine type classification on AoU (test)

92.39AccuracyXGBoost
77.174881.124985.07589.0251Feb 23, 2026

Evaluation results

MethodLinks
XGBoostEncoding Type=PaReGTA-Gap2026.0292.390.9494
LightGBMEncoding Type=PaReGTA-Gap2026.0292.330.9524
GBCEncoding Type=PaReGTA-Gap2026.0292.260.9517
LightGBMEncoding Type=PaReGTA-Month2026.0292.060.9496
XGBoostEncoding Type=PaReGTA-Month2026.0292.020.9451
XGBoostEncoding Type=PaReGTA-Date2026.0291.980.9437
LightGBMEncoding Type=PaReGTA-Date2026.0291.760.9428
LREncoding Type=PaReGTA-Date2026.0291.670.9453
GBCEncoding Type=PaReGTA-Month2026.0291.630.9481
LREncoding Type=PaReGTA-Gap2026.0291.620.9514
GBCEncoding Type=PaReGTA-Date2026.0291.610.9416
LREncoding Type=PaReGTA-Month2026.0291.440.9495
SVMEncoding Type=PaReGTA-Month2026.0291.110.9412
SVMEncoding Type=PaReGTA-Gap2026.0290.340.9417
SVMEncoding Type=PaReGTA-Date2026.0289.770.9292
LightGBMEncoding Type=Count BoC2026.0284.730.8354
GBCEncoding Type=Count BoC2026.0284.150.8197
LightGBMEncoding Type=One-hot encoding2026.0284.020.7634
XGBoostEncoding Type=Count BoC2026.0283.960.8272
XGBoostEncoding Type=PaReGTA-Without2026.0283.820.8506
GBCEncoding Type=One-hot encoding2026.0283.780.7583
LightGBMEncoding Type=PaReGTA-Without2026.0283.70.8678
XGBoostEncoding Type=One-hot encoding2026.0283.380.7549
SVMEncoding Type=Count BoC2026.0283.170.7256
LREncoding Type=Count BoC2026.0282.60.7673
XGBoostEncoding Type=PaReGTA-Last2026.0282.170.7659
LREncoding Type=PaReGTA-Without2026.0281.90.8636
GBCEncoding Type=PaReGTA-Without2026.0281.840.8636
LREncoding Type=One-hot encoding2026.0280.350.762
GBCEncoding Type=PaReGTA-Last2026.0280.290.7785
SVMEncoding Type=One-hot encoding2026.0280.10.7475
SVMEncoding Type=PaReGTA-Without2026.0280.020.8167
LREncoding Type=PaReGTA-Last2026.0279.680.7819
LightGBMEncoding Type=PaReGTA-Last2026.0279.420.7493
SVMEncoding Type=PaReGTA-Last2026.0277.760.7362