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Intrinsic Dimension Estimation on MNL4 true dimension d=10 n=500
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24.17
Mean Dimension Estimate
Local PCA
2.33
8
13.67
19.34
Oct 16, 2025
Mean Dimension Estimate
Std Dev of Estimate
Updated 19d ago
Evaluation Results
Method
Method
Links
Mean Dimension Estimate
Std Dev of Estimate
Local PCA
n (sample size)=500, N...
2025.10
24.17
0.84
TLS
n (sample size)=500, N...
2025.10
10.96
0.02
CA-PCA
n (sample size)=500, N...
2025.10
9.08
0.11
QE
n (sample size)=500, N...
2025.10
9.08
0.15
DanCo
n (sample size)=500, N...
2025.10
6.36
0.19
TwoNN
n (sample size)=500, N...
2025.10
6.11
0.29
MLE
n (sample size)=500, N...
2025.10
5.63
0.14
MADA
n (sample size)=500, N...
2025.10
5.47
0.16
TLE
n (sample size)=500, N...
2025.10
4.78
0.1
Wasserstein
n (sample size)=500, N...
2025.10
3.17
0.05
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