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. 2021 Mar 16;18(4):1099–1114. doi: 10.1007/s11554-021-01086-y

Table 3.

Setup to search for hyperparameters of the classifiers

Classifier Search type Parameter Setup
Naive Bayes Gaussian Probability Density Function
RF Random Number of estimators 50–3000 in steps of 50
criterion Gini or entropy
MLP Random Neurons in hidden layer 2–1000
algorithm Levenberg–Marquardt method
kNN Grid number of neighbors 3, 5, 7, 9, 11, 13, 15
SVM (linear kernel) Random C 2-5 to 215
SVM (RBF kernel) Random C 2-5 to 215
γ 2-15 to 23