Intrinsic Dimension Estimation on Manifold M8 d=2 n=2000 (uniform samples)
2.15Mean Estimated DimensionDanCo
Evaluation Results
| Method | Links | |
|---|---|---|
| DanCon=2000, replicates=1002025.10 | 2.15 | |
| TLEn=2000, replicates=1002025.10 | 2.02 | |
| CA-PCAn=2000, replicates=1002025.10 | 2 | |
| QEn=2000, replicates=1002025.10 | 2 | |
| TLSn=2000, replicates=1002025.10 | 2 | |
| TwoNNn=2000, replicates=1002025.10 | 1.97 | |
| MLEn=2000, replicates=1002025.10 | 1.97 | |
| Local PCAn=2000, replicates=1002025.10 | 1.96 | |
| MADAn=2000, replicates=1002025.10 | 1.94 | |
| Wassersteinn=2000, replicates=1002025.10 | 1.7 |