Node Classification on CiteSeer (2% label rate)
79.2AccuracySAGE+IG
Evaluation results
| Method | Links | |
|---|---|---|
| SAGE+IGratio(%)=22026.03 | 79.2 | |
| SAGE+SMratio(%)=22026.03 | 77.9 | |
| truncated KrylovValidation Strategy=Without Validation2019.06 | 70.2 | |
| SnowballValidation Strategy=Without Validation2019.06 | 69.5 | |
| linear SnowballValidation Strategy=Without Validation2019.06 | 68.8 | |
| Intersection2018.01 | 68.6 | |
| IntersectionValidation Strategy=Without Validation2019.06 | 68.6 | |
| Self-training2018.01 | 68.2 | |
| Self-trainingValidation Strategy=Without Validation2019.06 | 68.2 | |
| GCN-DVATValidation Strategy=Without Validation2019.06 | 67.4 | |
| Union2018.01 | 66.7 | |
| UnionValidation Strategy=Without Validation2019.06 | 66.7 | |
| M3SValidation Strategy=Without Validation2019.06 | 66.4 | |
| GCN-SVATValidation Strategy=Without Validation2019.06 | 65.8 | |
| GCN+V2018.01 | 64.9 | |
| MultiStageValidation Strategy=Without Validation2019.06 | 63.8 | |
| GCN-V2018.01 | 62.6 | |
| GCNValidation Strategy=Without Validation2019.06 | 62.6 | |
| Co-training2018.01 | 62.1 | |
| Co-trainingValidation Strategy=Without Validation2019.06 | 62.1 | |
| Cheby2018.01 | 59.9 | |
| ChebyValidation Strategy=Without Validation2019.06 | 59.9 | |
| LP2018.01 | 43.6 | |
| LPValidation Strategy=Without Validation2019.06 | 43.6 | |
| tsGCNratio(%)=22026.03 | 27.3 | |
| DCIratio(%)=22026.03 | 25.4 | |
| SGCratio(%)=22026.03 | 24.7 | |
| GATratio(%)=22026.03 | 24.2 | |
| GCNratio(%)=22026.03 | 24.1 | |
| DLRGAEratio(%)=22026.03 | 22.1 | |
| GINratio(%)=22026.03 | 21.9 | |
| SAGEratio(%)=22026.03 | 18 |