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Advances, Systems and Applications

Table 3 AUC scores for Temporal Link Prediction

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