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Linear Regression on Equi-correlation Sigma_a r=0.3

100Covariance CoverageSketched Newton Method
70.8878.448693.56Feb 10, 2025

Evaluation results

MethodLinks
Sketched Newton Methodd=100, tau=∞, Estimator variant=tilde Xi_t2025.02100—
Sketched Newton Methodd=100, tau=∞, Estimator variant=hat Xi_t2025.02100—
Sketched Newton Methodd=20, tau=10, Estimator variant=hat Xi_t2025.0298.50.01
Sketched Newton Methodd=40, tau=∞, Estimator variant=tilde Xi_t2025.0297.50.048
Sketched Newton Methodd=40, tau=∞, Estimator variant=hat Xi_t2025.0297.50.048
Sketched Newton Methodd=100, tau=10, Estimator variant=hat Xi_t2025.02970.805
Sketched Newton Methodd=20, tau=∞, Estimator variant=hat Xi_t2025.0296.50.026
Sketched Newton Methodd=40, tau=20, Estimator variant=hat Xi_t2025.0296.50.017
Sketched Newton Methodd=60, tau=∞, Estimator variant=tilde Xi_t2025.02960.073
Sketched Newton Methodd=40, tau=40, Estimator variant=hat Xi_t2025.0295.50.007
Sketched Newton Methodd=60, tau=∞, Estimator variant=hat Xi_t2025.0295.50.065
Sketched Newton Methodd=20, tau=∞, Estimator variant=tilde Xi_t2025.02950.025
Sketched Newton Methodd=100, tau=20, Estimator variant=hat Xi_t2025.02950.018
Sketched Newton Methodd=40, tau=10, Estimator variant=hat Xi_t2025.0294.50.014
Sketched Newton Methodd=100, tau=40, Estimator variant=hat Xi_t2025.0294.50.014
SGDd=20, Estimator variant=bar Xi_t2025.0294-0.057
Sketched Newton Methodd=20, tau=40, Estimator variant=hat Xi_t2025.02940.008
Sketched Newton Methodd=60, tau=20, Estimator variant=hat Xi_t2025.02940.013
Sketched Newton Methodd=60, tau=40, Estimator variant=hat Xi_t2025.02940.005
Sketched Newton Methodd=20, tau=20, Estimator variant=hat Xi_t2025.0293.50.01
Sketched Newton Methodd=60, tau=10, Estimator variant=hat Xi_t2025.02930.01
SGDd=60, Estimator variant=bar Xi_t2025.0292.5-0.035
SGDd=100, Estimator variant=bar Xi_t2025.02910.002
SGDd=40, Estimator variant=bar Xi_t2025.0290.5-0.106
Sketched Newton Methodd=20, tau=40, Estimator variant=tilde Xi_t2025.0289.5-0.424
Sketched Newton Methodd=20, tau=20, Estimator variant=tilde Xi_t2025.0285.5-0.504
Sketched Newton Methodd=40, tau=40, Estimator variant=tilde Xi_t2025.0285.5-0.581
Sketched Newton Methodd=20, tau=10, Estimator variant=tilde Xi_t2025.0283.5-0.543
Sketched Newton Methodd=100, tau=10, Estimator variant=tilde Xi_t2025.0278-0.416
Sketched Newton Methodd=40, tau=20, Estimator variant=tilde Xi_t2025.0276-0.605
Sketched Newton Methodd=100, tau=40, Estimator variant=tilde Xi_t2025.0273.5-0.656
Sketched Newton Methodd=40, tau=10, Estimator variant=tilde Xi_t2025.0273-0.617
Sketched Newton Methodd=60, tau=10, Estimator variant=tilde Xi_t2025.0273-0.643
Sketched Newton Methodd=60, tau=40, Estimator variant=tilde Xi_t2025.0272.5-0.625
Sketched Newton Methodd=100, tau=20, Estimator variant=tilde Xi_t2025.0272.5-0.658
Sketched Newton Methodd=60, tau=20, Estimator variant=tilde Xi_t2025.0272-0.637