Intrinsic Dimension Estimation on MNL6 true dimension d=18 n=500
25.52Mean Dimension EstimateLocal PCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Local PCAn (sample size)=500, Number of replicates=1002025.10 | 25.52 | 0.25 | |
| DanCon (sample size)=500, Number of replicates=1002025.10 | 18.28 | 0.74 | |
| CA-PCAn (sample size)=500, Number of replicates=1002025.10 | 18.04 | 0.03 | |
| QEn (sample size)=500, Number of replicates=1002025.10 | 18 | 0 | |
| TLSn (sample size)=500, Number of replicates=1002025.10 | 18 | 0 | |
| TwoNNn (sample size)=500, Number of replicates=1002025.10 | 13.68 | 0.74 | |
| MLEn (sample size)=500, Number of replicates=1002025.10 | 11.89 | 0.09 | |
| MADAn (sample size)=500, Number of replicates=1002025.10 | 11.29 | 0.12 | |
| TLEn (sample size)=500, Number of replicates=1002025.10 | 11.25 | 0.09 | |
| Wassersteinn (sample size)=500, Number of replicates=1002025.10 | 5.73 | 0.1 |