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Intrinsic Dimension Estimation on MNL3 (d=4, n=2000)
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6.87
Mean Estimated Dimension
TLS
3.7708
4.5754
5.38
6.1846
Oct 16, 2025
Mean Estimated Dimension
Updated 19d ago
Evaluation Results
Method
Method
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Mean Estimated Dimension
TLS
Sample size=2000, Repl...
2025.10
6.87
CA-PCA
Sample size=2000, Repl...
2025.10
6.28
DanCo
Sample size=2000, Repl...
2025.10
5.53
MADA
Sample size=2000, Repl...
2025.10
4.47
Local PCA
Sample size=2000, Repl...
2025.10
4.42
TLE
Sample size=2000, Repl...
2025.10
4.42
MLE
Sample size=2000, Repl...
2025.10
4.24
Wasserstein
Sample size=2000, Repl...
2025.10
4.2
QE
Sample size=2000, Repl...
2025.10
4.16
TwoNN
Sample size=2000, Repl...
2025.10
3.89
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