Performance comparison of nine common graph embedding methods in vertex classification on Cora, Citeseer, and Wiki
| Cora | Citeseer | Wiki | |
|---|---|---|---|
| DeepWalk [48] | 0.829 | 0.592 | 0.670 |
| node2vec [50] | 0.803 | 0.597 | 0.680 |
| GraRep [57] | 0.787 | 0.535 | 0.650 |
| HOPE [58] | 0.646 | 0.422 | 0.608 |
| SDNE [69] | 0.573 | 0.427 | 0.510 |
| LINE [23] | 0.762 | 0.493 | 0.646 |
| GF [53] | 0.573 | 0.391 | 0.581 |
| TADW [49] | 0.852 | 0.734 | 0.411 |
| GCN [62] | 0.875 | 0.740 | 0.686 |
| Cora | Citeseer | Wiki | |
|---|---|---|---|
| DeepWalk [ | 0.829 | 0.592 | 0.670 |
| node2vec [ | 0.803 | 0.597 | 0.680 |
| GraRep [ | 0.787 | 0.535 | 0.650 |
| HOPE [ | 0.646 | 0.422 | 0.608 |
| SDNE [ | 0.573 | 0.427 | 0.510 |
| LINE [ | 0.762 | 0.493 | 0.646 |
| GF [ | 0.573 | 0.391 | 0.581 |
| TADW [ | 0.852 | 0.734 | 0.411 |
| GCN [ | 0.875 | 0.740 | 0.686 |
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