Intrinsic Dimension Estimation on MNL2 true dimension d=4 n=500
5.16Mean Dimension EstimateCA-PCA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CA-PCAn (sample size)=500, Number of replicates=1002025.10 | 5.16 | 0.07 | |
| DanCon (sample size)=500, Number of replicates=1002025.10 | 4.9 | 0.2 | |
| QEn (sample size)=500, Number of replicates=1002025.10 | 4.66 | 0.05 | |
| Local PCAn (sample size)=500, Number of replicates=1002025.10 | 4.64 | 0.09 | |
| TLSn (sample size)=500, Number of replicates=1002025.10 | 4.56 | 0.05 | |
| TwoNNn (sample size)=500, Number of replicates=1002025.10 | 3.8 | 0.23 | |
| TLEn (sample size)=500, Number of replicates=1002025.10 | 3.67 | 0.05 | |
| MLEn (sample size)=500, Number of replicates=1002025.10 | 3.64 | 0.05 | |
| MADAn (sample size)=500, Number of replicates=1002025.10 | 3.56 | 0.07 | |
| Wassersteinn (sample size)=500, Number of replicates=1002025.10 | 3.43 | 0.04 |