Link Prediction on USAir without node attributes (50% observed links)
95.87APWALKPOOL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WALKPOOLfeatures=DL, node_attributes=None2021.10 | 95.87 | — | |
| WP(DL)node_attributes=None, node_initialization=degree and local subgraph2021.10 | 95.87 | 95.5 | |
| WALKPOOLfeatures=ones, node_attributes=None2021.10 | 95.39 | — | |
| WP(ones)node_attributes=None, node_initialization=constant ones2021.10 | 95.39 | 95.16 | |
| SEALnode_attributes=None2021.10 | 94.15 | — | |
| SEALnode_attributes=None2021.10 | 94.15 | 93.36 | |
| WLKnode_attributes=None2021.10 | 93.34 | — | |
| WLKnode_attributes=None2021.10 | 93.34 | 91.93 | |
| WLNMnode_attributes=None2021.10 | 92.54 | — | |
| WLNMnode_attributes=None2021.10 | 92.54 | 91.42 | |
| MFnode_attributes=None2021.10 | 92.33 | — | |
| MFnode_attributes=None2021.10 | 92.33 | 91.28 | |
| PRnode_attributes=None2021.10 | 91.93 | — | |
| PRnode_attributes=None2021.10 | 91.93 | 90.57 | |
| Katznode_attributes=None2021.10 | 91.29 | — | |
| Katznode_attributes=None2021.10 | 91.29 | 88.91 | |
| AAnode_attributes=None2021.10 | 89.39 | — | |
| AAnode_attributes=None2021.10 | 89.39 | 88.61 | |
| N2Vnode_attributes=None2021.10 | 82.51 | — | |
| N2Vnode_attributes=None2021.10 | 82.51 | 84.63 | |
| LINEnode_attributes=None2021.10 | 71.75 | — | |
| LINEnode_attributes=None2021.10 | 71.75 | 72.51 | |
| SPCnode_attributes=None2021.10 | 70.18 | — | |
| SPCnode_attributes=None2021.10 | 70.18 | 65.42 | |
| AAnode attributes=false2021.10 | — | 88.61 | |
| Katznode attributes=false2021.10 | — | 88.91 | |
| LINEnode attributes=false2021.10 | — | 72.51 | |
| MFnode attributes=false2021.10 | — | 91.28 | |
| N2Vnode attributes=false2021.10 | — | 84.63 | |
| PRnode attributes=false2021.10 | — | 90.57 | |
| SEALnode attributes=false2021.10 | — | 93.36 | |
| SPCnode attributes=false2021.10 | — | 65.42 | |
| WLKnode attributes=false2021.10 | — | 91.93 | |
| WLNMnode attributes=false2021.10 | — | 91.42 | |
| WP(DL)node attributes=false, features=DL2021.10 | — | 95.5 | |
| WP(ones)node attributes=false, features=ones2021.10 | — | 95.16 |