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Linear regression

Benchmarks

Dataset Name	SOTA Method	Metric
LHSM m=16 (test)		RMSE0.0691	108	15d ago
LHSM (test)		RMSE0.0691	108	15d ago
Linear regression with Toeplitz Sigma_a r=0.5	Sketched Newton Method	Coverage (%)100	41	1mo ago
Linear Regression Equi-correlation Covariance, r=0.2	Sketched Newton Method	Covariance Capture (%)100	40	1mo ago
Equi-correlation Sigma_a r=0.3	Sketched Newton Method	Covariance Coverage100	36	1mo ago
Equi-correlation Sigma_a r=0.1	Sketched Newton Method	Covariance Coverage (%)100	36	1mo ago
Linear regression with Toeplitz Sigma_a r=0.6	Sketched Newton Method	Coverage100	36	1mo ago
Linear regression with Toeplitz Sigma_a r=0.4	Sketched Newton Method	Coverage (%)100	36	1mo ago
Concrete 40% MNAR	minimal repair	Time (s)0.0217	32	2mo ago
Concrete 20% MNAR		Time (s)0.0172	32	2mo ago
Gas 40% MNAR	AC	Time (s)0.274	32	2mo ago
Santander		Gap (%)0	20	12d ago
Superconductivity 20 MCAR injected (test)		Time (s)0.0692	19	2mo ago
Simulated data		Calibration Error0.156	18	1d ago
Synthetic d=20 (test)	Online Newton Method with Accelerated Sketching	MAE (10^-2)0.1033	18	1mo ago
Synthetic d=40 1.0 (test)	Online Newton with Nesterov’s Accelerated Sketching	MAE12.56	18	1mo ago
Boston housing data		Covariance Error0	16	1d ago
Concrete 60	Minimal Repair	Time (s)0.0246	16	2mo ago
Gas 60	AC	Time (s)0.372	16	2mo ago
Gas 20	AC	Time (s)0.273	16	2mo ago
Superconductivity 60	Almost Minimal Repair	Time (s)6.5	16	2mo ago
Superconductivity 40	AC	Time (s)14.08	16	2mo ago
Superconductivity 20	Minimal Repair	Time (s)11.76	16	2mo ago
Concrete 60% MNAR	minimal repair	Time (s)0.0246	16	2mo ago
Gas (60% MNAR)	AC	Time (s)0.171	16	2mo ago

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