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Ridge Regression on Spiked covariance model N=20 synthetic
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1.14
Median Out-of-Sample MSE
optimization-based λmin
1.132
1.186
1.24
1.294
May 27, 2026
Median Out-of-Sample MSE
Updated 6d ago
Evaluation Results
Method
Method
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Median Out-of-Sample MSE
optimization-based λmin
X-setting=fixed, aspec...
2026.05
1.14
model-based λfp (Alg. 2)
X-setting=fixed, aspec...
2026.05
1.14
signal-to-noise λSN
X-setting=fixed, aspec...
2026.05
1.16
sample-based λsfp (Alg. 3)
X-setting=fixed, aspec...
2026.05
1.17
default λ0 = 1
X-setting=fixed, aspec...
2026.05
1.34
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