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. 2019 Dec 20;20(1):50. doi: 10.3390/s20010050

Table 6.

Extreme gradient boosting (XGBoost) regression modeling hyperparameters.

Parameter Range Optimum Value
learning_rate 0.1 to 1 0.1
n_estimators 100 to 1000 400
max_depth 1 to 10 5
gamma 0.1 to 1 0.1
subsample 0.1 to 1 0.9
min_child_weight 3 to 10 5