Intrinsic Dimension Estimation on MNL1 (d=6, n=500)
7.26Mean Estimated DimensionLocal PCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Local PCAn (sample size)=500, Number of replicates=1002025.10 | 7.26 | 0.21 | |
| TLSn (sample size)=500, Number of replicates=1002025.10 | 6.36 | 0.03 | |
| QEn (sample size)=500, Number of replicates=1002025.10 | 5.99 | 0.01 | |
| CA-PCAn (sample size)=500, Number of replicates=1002025.10 | 5.68 | 0.05 | |
| DanCon (sample size)=500, Number of replicates=1002025.10 | 5.48 | 0.16 | |
| TwoNNn (sample size)=500, Number of replicates=1002025.10 | 5.04 | 0.27 | |
| Wassersteinn (sample size)=500, Number of replicates=1002025.10 | 3.67 | 0.05 | |
| MLEn (sample size)=500, Number of replicates=1002025.10 | 3.61 | 0.05 | |
| TLEn (sample size)=500, Number of replicates=1002025.10 | 3.61 | 0.06 | |
| MADAn (sample size)=500, Number of replicates=1002025.10 | 3.38 | 0.06 |