Link Prediction on PPI (50% test)
0.9352AUCSEAL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SEALTraining link percentage=50%, Positive training links=10,000 sampled, Node attributes usage=true, h=1, epochs=102018.02 | 0.9352 | — | |
| SPCTraining link percentage=50%, Positive training links=10,000 sampled, Node attributes usage=false2018.02 | 0.9227 | — | |
| ADMM for Sparse NMFRank=152026.04 | 0.901 | 87.9 | |
| WLNMTraining link percentage=50%, Positive training links=10,000 sampled, Node attributes usage=false, K=102018.02 | 0.8879 | — | |
| Poisson NMFRank=152026.04 | 0.887 | 86.5 | |
| NMixtureRank=152026.04 | 0.887 | 86.9 | |
| VGAETraining link percentage=50%, Positive training links=10,000 sampled, Node attributes usage=true2018.02 | 0.8586 | — | |
| LINETraining link percentage=50%, Positive training links=10,000 sampled, Node attributes usage=false2018.02 | 0.7282 | — | |
| node2vecTraining link percentage=50%, Positive training links=10,000 sampled, Node attributes usage=false2018.02 | 0.7031 | — | |
| Glasso2026.04 | 0.634 | 56.2 | |
| KalofoliasCorrelation2026.04 | 0.617 | 53.4 | |
| KNN2026.04 | 0.608 | 52.9 | |
| KalofoliasEuclidean2026.04 | 0.539 | 52.2 |