PIoT Malicious Traffic Detection Method Based on GAN Sample Enhancement

Algorithm 1

Pseudocode implementation of improved GAN.

(i)	Input: ;
(ii)	Output:
(1)	While D has not converged to 0.5 do
(2)	For do
(3)	For do
(4)	Sample minibatch of m noise samples from the random distribution :
(5)	Sample minibatch of m malicious traffic samples from the true distribution :
(6)	Use minibatch stochastic gradient descent to update the parameters of the discriminant model :
(7)
(8)
(9)
(10)	End For
(11)	Take m noise samples from the random distribution :
(12)	Use minibatch stochastic gradient descent to update the parameters of the generative model :
(13)
(14)
(15)	End For
(16)	End While