Research Article

Employment of Ensemble Machine Learning Methods for Human Activity Recognition

Table 2

Hyperparameter tuning values of ML models.

Training modelParameterValue

SVCC10.4

NuSVCnu0.0131

LSVCC20.30

XGBLearning rate0.239
Max depth6

AdBLearning rate0.31
Algorithm“SAMME.R”
n_estimators138

LGBMBoosting_type“Goss”
Learning rate0.51
n_estimators124
Num_leaves31

GBLearning rate0.401
n_estimators85

ETCn_estimators123