Intrinsic Dimension Estimation on Manifold M22 (d=10) n=2000 (uniform samples)
10Mean Estimated DimensionDanCo
Evaluation Results
| Method | Links | |
|---|---|---|
| DanCon=2000, replicates=1002025.10 | 10 | |
| CA-PCAn=2000, replicates=1002025.10 | 9.99 | |
| QEn=2000, replicates=1002025.10 | 9.92 | |
| Local PCAn=2000, replicates=1002025.10 | 9.91 | |
| TwoNNn=2000, replicates=1002025.10 | 8.96 | |
| TLEn=2000, replicates=1002025.10 | 8.61 | |
| Wassersteinn=2000, replicates=1002025.10 | 8.45 | |
| MLEn=2000, replicates=1002025.10 | 8.41 | |
| MADAn=2000, replicates=1002025.10 | 8.2 | |
| TLSn=2000, replicates=1002025.10 | 4.13 |