Security and Communication Networks / 2018 / Article / Tab 3

Research Article

Detecting Malware with an Ensemble Method Based on Deep Neural Network

Table 3

The list of LSTM network parameters.

Model parameters LSTM

Maximum iterations6.40 + 04
Weights initialization
Truncated BPTT length120
Batch training samples30
Initial learning rate2.00 − 03
Dropout probability0.5
Gradient regularization factor10
Activation functionTanh
Optimization algorithmAdam
Propagation direction of time seriesOne-way
Hidden layers2
Hidden nodes185

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