Node Classification on Wiki
0.5907Micro F1NodeSketch
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NodeSketchParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.5907 | 0.1631 | |
| NetMFParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.5762 | 0.1435 | |
| HOPEParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.5668 | 0.133 | |
| GraRepParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.5622 | 0.1214 | |
| DAORParameter Tuning Strategy=Parameter-free2019.12 | 0.5324 | 0.1597 | |
| Node2Vecsetting=Node2Vec2020.09 | 0.505 | — | |
| Node2VecParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.5032 | 0.0986 | |
| NetMF (SCD)setting=NetMF (SCD)2020.09 | 0.501 | — | |
| LINE2019.12 | 0.4822 | 0.0847 | |
| NetHashParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.4757 | 0.0805 | |
| Deepwalksetting=Deepwalk2020.09 | 0.465 | — | |
| DeepWalkParameter Tuning Strategy=Tuned once for all datasets2019.12 | 0.4605 | 0.0662 | |
| INH-MF2019.12 | 0.4503 | 0.069 | |
| PPRSsetting=PPRS2020.09 | 0.441 | — | |
| HARP-DWalkMeta technique=HARP2019.12 | 0.4306 | 0.0559 | |
| HARP-LINEMeta technique=HARP2019.12 | 0.4279 | 0.0528 | |
| SNoResetting=SNoRe2020.09 | 0.427 | — | |
| DAOCParameter Tuning Strategy=Parameter-free2019.12 | 0.4243 | 0.0566 | |
| VERSEParameter Tuning Strategy=Tuned once for all datasets2019.12 | 0.4139 | 0.0414 | |
| SNoRe SDFsetting=SNoRe SDF2020.09 | 0.404 | — | |
| Randomsetting=Random2020.09 | 0.394 | — | |
| LINEsetting=LINE2020.09 | 0.382 | — | |
| LPsetting=Label Propagation2020.09 | 0.068 | — | |
| Deepwalk2020.09 | — | 0.087 | |
| LINE2020.09 | — | 0.058 | |
| LP2020.09 | — | 0.059 | |
| NetMF (SCD)2020.09 | — | 0.103 | |
| Node2Vec2020.09 | — | 0.099 | |
| PPRS2020.09 | — | 0.08 | |
| Random2020.09 | — | 0.041 | |
| SNoRe2020.09 | — | 0.05 | |
| SNoRe SDF2020.09 | — | 0.034 |