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Robust Covariance Estimation on Elliptical Gaussian ε = 0.1
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0.303
Covariance Error
Ours-Lepski
-0.59688
5.47731
11.5515
17.62569
Feb 15, 2026
Covariance Error
Subspace Error
Eigenvalue Error
Updated 4d ago
Evaluation Results
Method
Method
Links
Covariance Error
Subspace Error
Eigenvalue Error
Ours-Lepski
Time(s)=0.315 (0.0116)
2026.02
0.303
0.228
0.0993
Ours-MinUpper
Time(s)=0.216 (0.0105)
2026.02
0.337
0.228
0.107
LedoitWolf
Time(s)=0.101 (0.0175)
2026.02
6.69
0.602
4.36
KendallTau
Time(s)=40.3 (2.51)
2026.02
11.7
0.306
9.56
Tyler
Time(s)=1.87 (0.32)
2026.02
12.7
0.23
10.7
MoM-Entry
Time(s)=0.0459 (0.00536)
2026.02
16.5
0.652
11
SCM
Time(s)=0.023 (0.00207)
2026.02
22.8
0.602
15
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