Node Classification on MAG-PM
62.58AccuracyWhole Dataset
Evaluation Results
| Method | Links | |
|---|---|---|
| Whole DatasetRatio (r)=100%2026.05 | 62.58 | |
| AHGCDDRatio (r)=0.5%2026.05 | 58.89 | |
| AHGCDDRatio (r)=0.25%2026.05 | 57.55 | |
| AHGCDD-XRatio (r)=0.5%2026.05 | 57.17 | |
| AHGCDD-XRatio (r)=0.25%2026.05 | 56.6 | |
| HG-Cond-NHLRatio (r)=0.5%2026.05 | 56.25 | |
| HG-Cond-NHLRatio (r)=0.25%2026.05 | 55.37 | |
| AHGCDD-XRatio (r)=0.05%2026.05 | 53.35 | |
| AHGCDDRatio (r)=0.05%2026.05 | 53.16 | |
| HG-Cond-NHLRatio (r)=0.05%2026.05 | 53.13 | |
| HG-CondRatio (r)=0.25%2026.05 | 53.07 | |
| HG-CondRatio (r)=0.5%2026.05 | 52.1 | |
| HG-CondRatio (r)=0.05%2026.05 | 50.83 | |
| HerdingRatio (r)=0.5%2026.05 | 47.92 | |
| HGCPARatio (r)=0.5%2026.05 | 47.91 | |
| HGCPARatio (r)=0.25%2026.05 | 44.82 | |
| HerdingRatio (r)=0.25%2026.05 | 43.79 | |
| RandomRatio (r)=0.5%2026.05 | 43.38 | |
| K-CenterRatio (r)=0.5%2026.05 | 41.11 | |
| RandomRatio (r)=0.25%2026.05 | 40.5 | |
| HGCPARatio (r)=0.05%2026.05 | 36.22 | |
| K-CenterRatio (r)=0.25%2026.05 | 35.87 | |
| HerdingRatio (r)=0.05%2026.05 | 30.29 | |
| RandomRatio (r)=0.05%2026.05 | 26.38 | |
| K-CenterRatio (r)=0.05%2026.05 | 23.2 |