Intrinsic Dimension Estimation on MNL4 true dimension d=10 n=500
24.17Mean Dimension EstimateLocal PCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Local PCAn (sample size)=500, Number of replicates=1002025.10 | 24.17 | 0.84 | |
| TLSn (sample size)=500, Number of replicates=1002025.10 | 10.96 | 0.02 | |
| CA-PCAn (sample size)=500, Number of replicates=1002025.10 | 9.08 | 0.11 | |
| QEn (sample size)=500, Number of replicates=1002025.10 | 9.08 | 0.15 | |
| DanCon (sample size)=500, Number of replicates=1002025.10 | 6.36 | 0.19 | |
| TwoNNn (sample size)=500, Number of replicates=1002025.10 | 6.11 | 0.29 | |
| MLEn (sample size)=500, Number of replicates=1002025.10 | 5.63 | 0.14 | |
| MADAn (sample size)=500, Number of replicates=1002025.10 | 5.47 | 0.16 | |
| TLEn (sample size)=500, Number of replicates=1002025.10 | 4.78 | 0.1 | |
| Wassersteinn (sample size)=500, Number of replicates=1002025.10 | 3.17 | 0.05 |