Network Intrusion Detection through Stacking Dilated Convolutional Autoencoders

Table 11

Evaluation results on adding a max-pooling layer and various activation functions of the fully connected layer.

Layer	Activation function	Accuracy (%)	Run time (minutes)
Max-pooling	Sigmoid	98.42	59.91
	ReLU	97.97	90.41
Fully connected	Tanh	98.97	57.09
	Sigmoid	98.82	101.83
	ReLU	98.62	8.77