Link Prediction on DBLP (Precision@100, Recall@100)
4.62Precision@100NodeSketch
Evaluation results
| Method | Links | ||
|---|---|---|---|
| NodeSketchParameter Tuning Strategy=Tuned for each dataset2019.12 | 4.62 | 75.95 | |
| VERSE2019.12 | 4.36 | 69.06 | |
| DeepWalk2019.12 | 4.23 | 67.49 | |
| HARP-DWalkParameter Tuning Strategy=Tuned once for all datasets2019.12 | 4.07 | 64.59 | |
| LINEParameter Tuning Strategy=Tuned once for all datasets2019.12 | 3.92 | 61.86 | |
| NetHashParameter Tuning Strategy=Tuned for each dataset2019.12 | 3.87 | 59.58 | |
| Node2VecParameter Tuning Strategy=Tuned for each dataset2019.12 | 3.21 | 51.74 | |
| HARP-LINEParameter Tuning Strategy=Tuned once for all datasets2019.12 | 3.09 | 50.29 | |
| INH-MFParameter Tuning Strategy=Tuned once for all datasets2019.12 | 2.52 | 40.52 | |
| HOPEParameter Tuning Strategy=Tuned for each dataset2019.12 | 2.48 | 40.34 | |
| NetMFParameter Tuning Strategy=Tuned for each dataset2019.12 | 2.18 | 31.26 | |
| DAOR2019.12 | 0.32 | 5.48 | |
| DAOC2019.12 | 0.27 | 4.44 | |
| GraRepParameter Tuning Strategy=Tuned for each dataset2019.12 | 0.01 | 0.11 |