Signed Link Prediction on Epinions (test)
95.93F1 ScoreSiGAT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SiGATMethod Category=Graph Neural Network2019.06 | 95.93 | 92.93 | 84.49 | 93.33 | — | |
| FExtraMethod Category=Feature Engineering2019.06 | 95.51 | 92.06 | 80.75 | 94.21 | — | |
| SIGAT + SGABackbone=SIGAT, SGA integration=true2024.09 | 95.4 | — | — | 91.1 | — | |
| GS-GNN + SGABackbone=GS-GNN, SGA integration=true2024.09 | 95.4 | — | — | 89.6 | — | |
| SIDEMethod Category=Signed Network Embedding2019.06 | 95.33 | 91.86 | 81.84 | 88.93 | — | |
| SIGATBackbone=SIGAT, SGA integration=false2024.09 | 95.2 | — | — | 89.1 | — | |
| SINEMethod Category=Signed Network Embedding2019.06 | 95.02 | 91.31 | 80.54 | 88.82 | — | |
| GS-GNNBackbone=GS-GNN, SGA integration=false2024.09 | 95 | — | — | 88.8 | — | |
| SiGAT+/-Method Category=Graph Neural Network2019.06 | 94.98 | 91.24 | 80.2 | 90.79 | — | |
| SIGNetMethod Category=Signed Network Embedding2019.06 | 94.91 | 91.16 | 80.65 | 90.91 | — | |
| SGCNMethod Category=Graph Neural Network2019.06 | 94.72 | 90.92 | 81.02 | 88.18 | — | |
| SGCN + SGABackbone=SGCN, SGA integration=true2024.09 | 92.2 | — | — | 77.4 | — | |
| Node2vecMethod Category=Unsigned Network Embedding2019.06 | 92.12 | 86 | 64.76 | 80.33 | — | |
| RandomMethod Category=Random2019.06 | 92.07 | 85.3 | 46.03 | 55.69 | — | |
| DeepwalkMethod Category=Unsigned Network Embedding2019.06 | 91.98 | 85.18 | 47.14 | 62.32 | — | |
| SGCNBackbone=SGCN, SGA integration=false2024.09 | 90.5 | — | — | 68.6 | — | |
| LINEMethod Category=Unsigned Network Embedding2019.06 | 90.4 | 82.62 | 48.97 | 55.4 | — | |
| GAT + SGABackbone=GAT, SGA integration=true2024.09 | 80.8 | — | — | 61.4 | — | |
| GCN + SGABackbone=GCN, SGA integration=true2024.09 | 80.6 | — | — | 68.8 | — | |
| GCNBackbone=GCN, SGA integration=false2024.09 | 80.5 | — | — | 68.5 | — | |
| GATBackbone=GAT, SGA integration=false2024.09 | 68.1 | — | — | 53.1 | — | |
| AIS-Imputerank=402016.07 | — | 93.3 | — | — | — | |
| AltMinrank=402016.07 | — | 93.5 | — | — | — | |
| EGLRLcoefficient update=step (7), rank=402016.07 | — | 93.6 | — | — | — | |
| GLRLcoefficient update=step (6), rank=402016.07 | — | 93.6 | — | — | — | |
| GLRL w/o coef updcoefficient update=none, rank=402016.07 | — | 92.4 | — | — | — |