Research Article

Calibrating Network Traffic with One-Dimensional Convolutional Neural Network with Autoencoder and Independent Recurrent Neural Network for Mobile Malware Detection

Table 2

Structural parameters of different designs for 1DCAE layer.

LayersStructural parameters

1Conv1D (20, 8), maxpooling (2)
unMaxpooling (2), deConv1D (20, 8)

2Conv1D (20, 8), maxpooling (2), Conv1D (30, 4)
deConv1D (30, 4), unMaxpooling (2), deConv1D (20, 8)

3Conv1D (20, 8), maxpooling (2), Conv1D (30, 4), maxpooling (2)
Conv1D (40, 2), maxpooling (2)
unMaxpooling (2), deConv1D (40, 2), unMaxpooling (2), deConv1D (30, 4), unMaxpooling (2), deConv1D (20, 8)