Research Article

Hybrid Rule-Based Solution for Phishing URL Detection Using Convolutional Neural Network

Table 5

Best hyperparameters obtained for each model.


AlgorithmBest model got

Machine learningKNNalgorithm=“auto”

metric=“Manhattan”
metric_params=none



weights=“distance”
CARTcriterion=“entropy”




presort=true

splitter=“best”
SVM

Kernel=“rbf”
Deep learningArchitectureBest model got
MLPShown in Figure 14
CNNShown in Figure 15