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Intrinsic Dimension Estimation on MNL2 true dimension d=4 n=500
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5.16
Mean Dimension Estimate
CA-PCA
3.3608
3.8279
4.295
4.7621
Oct 16, 2025
Mean Dimension Estimate
Standard Deviation
Updated 19d ago
Evaluation Results
Method
Method
Links
Mean Dimension Estimate
Standard Deviation
CA-PCA
n (sample size)=500, N...
2025.10
5.16
0.07
DanCo
n (sample size)=500, N...
2025.10
4.9
0.2
QE
n (sample size)=500, N...
2025.10
4.66
0.05
Local PCA
n (sample size)=500, N...
2025.10
4.64
0.09
TLS
n (sample size)=500, N...
2025.10
4.56
0.05
TwoNN
n (sample size)=500, N...
2025.10
3.8
0.23
TLE
n (sample size)=500, N...
2025.10
3.67
0.05
MLE
n (sample size)=500, N...
2025.10
3.64
0.05
MADA
n (sample size)=500, N...
2025.10
3.56
0.07
Wasserstein
n (sample size)=500, N...
2025.10
3.43
0.04
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