Table 2 XGBOOST hyperparameters used in coordinate decent
From: Categorisation of EEG suppression using enhanced feature extraction for SUDEP risk assessment
Parameter | Values in coordinate |
|---|---|
“learning_rate” | [0.05, 0.10, 0.15, 0.20, 0.25, 0.30 ] |
“max_depth” | [ 3, 4, 5, 6, 8, 10, 12, 15], |
“min_child_weight” | [ 1, 3, 5, 7 ], |
“gamma” | [ 0.0, 0.1, 0.2 , 0.3, 0.4 ], |
“colsample_bytree” | [ 0.3, 0.4, 0.5 , 0.7, .8, .9, 1, 1.1 ] , |
“eta” | [.3, .2, .1, .05, .01, .005], |
“subsample” | [.7, .8, .9, 1, 1.1], |
“colsample_bytree” | [.7, .8, .9, 1, 1.1], |