Research Article

Towards Revealing Parallel Adversarial Attack on Politician Socialnet of Graph Structure

Algorithm 1

Parallel fast gradient attack (P-FGA).
Input: , attack target set , perturbation budget
Output: perturbation set
(1) Train the GCN model on original graph
(2) Initialize
(3) Initialize perturbation set
(4)for to do
(5)  //GCN-based Gradient Computation
(6)  Calculate multi-node target loss function
(7)  Construct based on the :
  , ,
  
(8)  //Perturbation Selection
(9)  Select where , having the maximum
(10)  //Perturbation Execution
(11)  Obtain the adjacency matrix by
(12)  Generate a new adversarial graph
(13)  Add to
(14)end
(15)return