Research Article

Machine Learning for the Preliminary Diagnosis of Dementia

Table 2

The optimal model parameters.

AlgorithmModel parametersValue

Random Forestclass_weightBalanced
max_depth20
n_estimators20
random_state2018

AdaBoostclass_weightBalanced
base_estimatorLogistic regression
AlgorithmSAMME
n_estimators10
random_state2018

LogitBoostClassifier-maxDepthRandomForest-5

MLPhidden_layer_sizes3
random_state2018