Intrinsic Dimension Estimation on Manifold M13 d=20 n=2000 (uniform samples)
20.17Mean Dimension EstimateLocal PCA
Evaluation results
| Method | Links | |
|---|---|---|
| Local PCAn=2000, replicates=1002025.10 | 20.17 | |
| QEn=2000, replicates=1002025.10 | 20 | |
| DanCon=2000, replicates=1002025.10 | 19.97 | |
| TLSn=2000, replicates=1002025.10 | 19.94 | |
| CA-PCAn=2000, replicates=1002025.10 | 19.7 | |
| TwoNNn=2000, replicates=1002025.10 | 16.74 | |
| Wassersteinn=2000, replicates=1002025.10 | 15.52 | |
| TLEn=2000, replicates=1002025.10 | 15.13 | |
| MLEn=2000, replicates=1002025.10 | 15.12 | |
| MADAn=2000, replicates=1002025.10 | 14.61 |