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EURASIP Journal on Wireless Communications and Networking

Table 3 Micro- F1 and Macro- F1 scores on Cora dataset in link prediction (α=0.3,β=0.1)

From: An adversarial learning approach for discovering social relations in human-centered information networks

%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
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