Advances, Systems and Applications
From: A large-scale data security detection method based on continuous time graph embedding framework
Dataset | DeepWalk | Node2vec | GCN | GAT | CTDNE | TempGAN | DynGEM | CTDGE |
---|---|---|---|---|---|---|---|---|
IA-EMAIL-EU | 0.793 | 0.847 | 0.788 | 0.852 | 0.885 | 0.887 | 0.851 | 0.881 |
FB-FORUM | 0.647 | 0.763 | 0.651 | 0.779 | 0.815 | 0.819 | 0.794 | 0.812 |
SOC-SIGN-BITCOINA | 0.816 | 0.835 | 0.823 | 0.847 | 0.870 | 0.902 | 0.882 | 0.913 |
SOC-WIKI-ELEC | 0.810 | 0.831 | 0.824 | 0.836 | 0.849 | 0.856 | 0.837 | 0.860 |