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Group_12

DATA POISONING ATTACK AGAINST GRAPH EMBEDDING BASED LINK PREDICTION

Dependencies

  • python == 3.6.7
  • tensorflow ==1.3.0
  • networkx == 1.11
  • Gpu

Dataset:

facebook:This dataset consists of 'circles' (or 'friends lists') from Facebook. Facebook data was collected from survey participants using Facebook app. The dataset includes node features (profiles), circles, and ego networks.

It's available in /code/facebook_graph.rar

Code:

line.py and model.py : Computing the embedding

xxx_attack.py : Different ways to attack the social network

Training:

1.random attack:

python random_attack.py

2.target attack:

python target_attack.py

3.available attack:

python available_attack.py