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Intrinsic Dimension Estimation on Manifold M8 d=2 n=2000 (uniform samples)
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2.15
Mean Estimated Dimension
DanCo
1.682
1.8035
1.925
2.0465
Oct 16, 2025
Mean Estimated Dimension
Updated 19d ago
Evaluation Results
Method
Method
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Mean Estimated Dimension
DanCo
n=2000, replicates=100
2025.10
2.15
TLE
n=2000, replicates=100
2025.10
2.02
CA-PCA
n=2000, replicates=100
2025.10
2
QE
n=2000, replicates=100
2025.10
2
TLS
n=2000, replicates=100
2025.10
2
TwoNN
n=2000, replicates=100
2025.10
1.97
MLE
n=2000, replicates=100
2025.10
1.97
Local PCA
n=2000, replicates=100
2025.10
1.96
MADA
n=2000, replicates=100
2025.10
1.94
Wasserstein
n=2000, replicates=100
2025.10
1.7
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