Table 4.
Statistics of methods appearing in the top ten of the results
| Methods/rank | 1st | 2nd | 3rd | Top5 | Top10 | AvgRank |
|---|---|---|---|---|---|---|
| Common neighbor based | 0 | 0.1 | 0 | 0.3 | 2.1 | 24 |
| Path based | 0 | 0.4 | 0.4 | 3.1 | 10.2 | 17.8 |
| SBM | 0 | 0 | 2 | 4 | 12 | 12.9 |
| Classifier based | 0 | 0 | 0.4 | 1 | 3.3 | 26.7 |
| MF | 1 | 6 | 3 | 17 | 22 | 6.8 |
| DeepWalk | 0 | 0 | 0 | 0 | 2 | 30.8 |
| Node2vec | 1 | 7 | 4 | 15 | 21 | 10.7 |
| Struc2vec | 1 | 4 | 5 | 18 | 25 | 7.1 |
| GCN | 0 | 0 | 0 | 0 | 0 | 35.8 |
| GraphSAGE | 0 | 0 | 1 | 1 | 2 | 26.1 |
| WLNM | 0 | 1 | 0 | 1 | 7 | 20.8 |
| DGCNN | 0 | 1 | 1 | 5 | 14 | 14.6 |
| SEAL | 0 | 6 | 3 | 17 | 25 | 5.9 |
| LINE | 0 | 0 | 1 | 2 | 4 | 25.9 |
| SDNE | 0 | 0 | 6 | 10 | 15 | 16.3 |
| VERSE | 28 | 1 | 1 | 30 | 31 | 1.3 |