Node-pair distance prediction on Directed Acyclic Graph (test)
0.016Shortest Path Distance (RMSE)MagLap-Multi-q
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MagLap-Multi-qPE processing=SPE2024.07 | 0.016 | 0.185 | 0.002 | |
| MagLap-1q (q=0.1)PE processing=SPE2024.07 | 0.124 | 0.433 | 0.043 | |
| MagLap-1q (best q)PE processing=SPE2024.07 | 0.124 | 0.432 | 0.04 | |
| MagLap-Multi-qPE processing=Naive2024.07 | 0.353 | 0.535 | 0.188 | |
| LapPE processing=SPE2024.07 | 0.355 | 0.655 | 0.326 | |
| MagLap-1q (q=0.1)PE processing=Naive2024.07 | 0.366 | 0.593 | 0.241 | |
| MagLap-Multi-qPE processing=SignNet2024.07 | 0.473 | 0.579 | 0.28 | |
| LapPE processing=Naive2024.07 | 0.488 | 0.727 | 0.37 | |
| LapPE processing=SignNet2024.07 | 0.537 | 0.771 | 0.437 | |
| MagLap-1q (q=0.1)PE processing=SignNet2024.07 | 0.554 | 0.699 | 0.268 | |
| SVDPE processing=Naive2024.07 | 0.649 | 0.853 | 0.721 | |
| SVDPE processing=SignNet2024.07 | 0.673 | 0.872 | 0.443 | |
| SVDPE processing=SPE2024.07 | 0.727 | 0.912 | 0.721 |