Research Article

NLP Technique for Malware Detection Using 1D CNN Fusion Model

Table 1

Neural network architecture for Android malware detection.

LayersParametersNonlinear activation

1D convolutionx3Filters = 32, kernel_size = 3ReLU
RegularizationDropout = 0.5ReLU
1D MaxPoolingSize = 3ReLU
FC denseNo_neurons = 256ReLU
FC denseNo_neurons = 1Softmax

X3 denotes three convolution operations using the same parameters and activation function.