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Table 1 Hyperparameter settings used in experiments

From: Feature selection strategies: a comparative analysis of SHAP-value and importance-based methods

Classifier

Parameter name

Parameter setting

CatBoost

task_type

GPU\(^{*}\)

 

max_ctr_complexity

1

 

max_depth

5

ET

max_depth

8

XGBoost

max_depth

3

 

tree_method

gpu_hist\(^{*}\)

Random Forest

max_depth

4

  1. \(^{*}\) Setting selects Graphics Processing Unit (GPU) implementation of the classifier