Research Article

Dimension Reduction Technique Based on Supervised Autoencoder for Intrusion Detection of Industrial Control Systems

Table 4

Hyperparameter settings in the experiments. Except for the hyperparameters of SupervisedAE, the hyperparameter names of machine learning techniques are consistent with the function of the scikit-learn library. The hyperparameter “None” of DT indicates that the default settings will be used.

ModelHyperparameterValue

PCAn_components[1, 16]
LDAn_components[1, 16]
KNNn_neighbors{1,3,5,7,9}
DTmax_depth{2,4,6,8,10,None}
AdaBoostn_estimators{20,40,60}
Baggingn_estimators{20,40,60}