%Training edges | 10% | 30% | 50% | 70% | 90% | |||||
---|---|---|---|---|---|---|---|---|---|---|
Micro- F1 | Macro- F1 | Micro- F1 | Macro- F1 | Micro- F1 | Macro- F1 | Micro- F1 | Macro- F1 | Micro- F1 | Macro- F1 | |
GAN | 0.7306 | 0.7301 | 0.7337 | 0.7333 | 0.7309 | 0.7305 | 0.7327 | 0.7323 | 0.7309 | 0.7305 |
LSGAN | 0.7335 | 0.7335 | 0.7336 | 0.7335 | 0.7328 | 0.7328 | 0.7344 | 0.7344 | 0.7359 | 0.7359 |
DeepWalk | 0.5519 | 0.3556 | 0.5519 | 0.3556 | 0.5519 | 0.3556 | 0.5519 | 0.3556 | 0.5519 | 0.3556 |
node2vec | 0.5519 | 0.3556 | 0.5519 | 0.3556 | 0.5519 | 0.3556 | 0.5519 | 0.3556 | 0.5519 | 0.3556 |
AIDW | 0.5717 | 0.4123 | 0.5717 | 0.4135 | 0.5714 | 0.4113 | 0.5716 | 0.4125 | 0.5715 | 0.4120 |
Jaccard | 0.5682 | 0.3945 | 0.5682 | 0.3945 | 0.5682 | 0.3945 | 0.5682 | 0.3945 | 0.5682 | 0.3945 |
CosSim | 0.4687 | 0.3745 | 0.4687 | 0.3745 | 0.4687 | 0.3745 | 0.4687 | 0.3745 | 0.4687 | 0.3745 |
SRGAN | 0.7894 | 0.7876 | 0.7895 | 0.7877 | 0.7881 | 0.7863 | 0.7893 | 0.7874 | 0.7905 | 0.7887 |