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. Author manuscript; available in PMC: 2025 Jul 25.
Published in final edited form as: Artif Intell Med Conf Artif Intell Med (2005-). 2024 Jul 25;14844:90–100. doi: 10.1007/978-3-031-66538-7_11

Table 3.

Hyperparameters and their ranges of values

Model Hyperparameter Values
Logistic
Regression		 l1-ratio
Inverse regularization strength C 		{0.75, 0.85, 0.95}
{10−3, 10−2, … , 102}
Random
Forest		 # of trees
Max. depth
Max. features		 {5, 10, … , 100}
{1, 2, … , 9}
{None, ‘sqrt’, 0.2, 0.5, 0.7}
Gradient
Boosting		 # of trees
Max. depth		 {5, 10, … , 100}
{1, 2, 3, 4}