Link Prediction on PPI (Precision@100, Recall@100)
2.5Precision@100NodeSketch
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NodeSketchParameter Tuning Strategy=Tuned for each dataset2019.12 | 2.5 | 33.31 | |
| VERSE2019.12 | 2.06 | 27.23 | |
| DAOR2019.12 | 1.75 | 23.45 | |
| NetMFParameter Tuning Strategy=Tuned for each dataset2019.12 | 1.74 | 22.87 | |
| DeepWalk2019.12 | 1.59 | 22.27 | |
| INH-MFParameter Tuning Strategy=Tuned once for all datasets2019.12 | 1.58 | 22.09 | |
| HARP-DWalkParameter Tuning Strategy=Tuned once for all datasets2019.12 | 1.42 | 19.78 | |
| Node2VecParameter Tuning Strategy=Tuned for each dataset2019.12 | 1.37 | 19.58 | |
| NetHashParameter Tuning Strategy=Tuned for each dataset2019.12 | 1.34 | 18.99 | |
| DAOC2019.12 | 0.99 | 13.01 | |
| LINEParameter Tuning Strategy=Tuned once for all datasets2019.12 | 0.73 | 9.23 | |
| HOPEParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.73 | 9.6 | |
| HARP-LINEParameter Tuning Strategy=Tuned once for all datasets2019.12 | 0.26 | 3.31 | |
| GraRepParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.11 | 1.18 |