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Table 1 Hyperparameter space searched in GridSearchCV for the XGBoost model after feature selection

From: Performance of machine learning models in estimation of ground reaction forces during balance exergaming

Hyperparameter

Values searched

Learning rate

.001, .005, .01, .05, .10, .15

Max depth

5, 7, 9, 12, 15

No. Estimators

50, 100, 200, 500, 700

Min. child weight

1, 3, 5, 7

Gamma

.0, .1, .2

  1. Values in bold were used in further analyses