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Intrinsic Dimension Estimation on MNL5 true dimension d=12 n=500
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25.25
Mean Dimension Estimate
Local PCA
4.2732
9.7191
15.165
20.6109
Oct 16, 2025
Mean Dimension Estimate
Standard Deviation
Updated 19d ago
Evaluation Results
Method
Method
Links
Mean Dimension Estimate
Standard Deviation
Local PCA
n (sample size)=500, N...
2025.10
25.25
0.36
CA-PCA
n (sample size)=500, N...
2025.10
21.06
0.08
DanCo
n (sample size)=500, N...
2025.10
18.71
0.79
TwoNN
n (sample size)=500, N...
2025.10
13.52
0.72
TLS
n (sample size)=500, N...
2025.10
12.92
0.01
MLE
n (sample size)=500, N...
2025.10
12.9
0.11
MADA
n (sample size)=500, N...
2025.10
12.07
0.13
QE
n (sample size)=500, N...
2025.10
11.98
0.02
TLE
n (sample size)=500, N...
2025.10
11.52
0.12
Wasserstein
n (sample size)=500, N...
2025.10
5.08
0.14
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