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Security and Communication Networks
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Security and Communication Networks
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2017
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Article
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Tab 11
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Research Article
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