Structural Preservation on MNIST (Spearman correlation)
58.2Spearman CorrelationForceAtlas2
Evaluation Results
| Method | Links | |
|---|---|---|
| ForceAtlas2d=2, Distance Metric=Euclidean2025.03 | 58.2 | |
| graph NEd=128, Distance Metric=Cosine2025.03 | 54.2 | |
| t-FDPd=2, Distance Metric=Euclidean2025.03 | 53.5 | |
| Laplacian E.d=2, Distance Metric=Euclidean2025.03 | 52.2 | |
| DRGraphd=2, Distance Metric=Euclidean2025.03 | 51.3 | |
| CNE, τ = 0.5d=128, Distance Metric=Cosine2025.03 | 50.8 | |
| DeepWalkd=128, Distance Metric=Cosine2025.03 | 48.3 | |
| graph NEd=2, Distance Metric=Euclidean2025.03 | 41.6 | |
| SGtSNEpid=2, Distance Metric=Euclidean2025.03 | 37.8 | |
| node2vecd=128, Distance Metric=Cosine2025.03 | 35.1 | |
| graph NEτd=128, Distance Metric=Cosine2025.03 | 35 | |
| Laplacian E.d=128, Distance Metric=Cosine2025.03 | 26.8 |