Intrinsic Dimension Estimation on MNL3 (d=4, n=500)
7.65Mean Dimension EstimateLocal PCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Local PCAn (sample size)=500, Number of replicates=1002025.10 | 7.65 | 0.05 | |
| CA-PCAn (sample size)=500, Number of replicates=1002025.10 | 7.44 | 0.06 | |
| TLSn (sample size)=500, Number of replicates=1002025.10 | 6.93 | 0.01 | |
| DanCon (sample size)=500, Number of replicates=1002025.10 | 6 | 0.28 | |
| QEn (sample size)=500, Number of replicates=1002025.10 | 5.26 | 0.1 | |
| MADAn (sample size)=500, Number of replicates=1002025.10 | 5.07 | 0.09 | |
| TLEn (sample size)=500, Number of replicates=1002025.10 | 4.75 | 0.04 | |
| MLEn (sample size)=500, Number of replicates=1002025.10 | 4.68 | 0.07 | |
| Wassersteinn (sample size)=500, Number of replicates=1002025.10 | 4.03 | 0.08 | |
| TwoNNn (sample size)=500, Number of replicates=1002025.10 | 3.91 | 0.2 |