Intrinsic Dimension Estimation on MNL5 true dimension d=12 n=500
25.25Mean Dimension EstimateLocal PCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Local PCAn (sample size)=500, Number of replicates=1002025.10 | 25.25 | 0.36 | |
| CA-PCAn (sample size)=500, Number of replicates=1002025.10 | 21.06 | 0.08 | |
| DanCon (sample size)=500, Number of replicates=1002025.10 | 18.71 | 0.79 | |
| TwoNNn (sample size)=500, Number of replicates=1002025.10 | 13.52 | 0.72 | |
| TLSn (sample size)=500, Number of replicates=1002025.10 | 12.92 | 0.01 | |
| MLEn (sample size)=500, Number of replicates=1002025.10 | 12.9 | 0.11 | |
| MADAn (sample size)=500, Number of replicates=1002025.10 | 12.07 | 0.13 | |
| QEn (sample size)=500, Number of replicates=1002025.10 | 11.98 | 0.02 | |
| TLEn (sample size)=500, Number of replicates=1002025.10 | 11.52 | 0.12 | |
| Wassersteinn (sample size)=500, Number of replicates=1002025.10 | 5.08 | 0.14 |