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. 2024 Nov 20;24:350. doi: 10.1186/s12911-024-02755-1

Table 3.

Hyperparameter Ranges Tested for Each Model. Minimum and maximum values tested for each hyperparameter tuning of the Ridge, RF, MLP, and XGB models

Model Hyperparameter Minimum Value Maximum Value Range
Ridge Alpha 0.01 10 0.01
RF Number of Trees 10 500 10
Max Depth 3 50 1
MLP Hidden Layers 1 10 1
Neurons per Layer 10 300 10
XGB Learning Rate 0.001 0.3 0.001
Number of Trees 10 500 10
Max Depth 3 50 1