ResearchBenchmarksMultivariate Regression on Bio (real data)Follow0.5395Volume Ratio (1-alpha=.90)MKS0.4951860.5066880.518190.529692Apr 23, 2026Evaluation ResultsMethodMethodLinksVolume Ratio (1-alpha=.90)Volume Ratio (1-alpha=.95)Volume Ratio (1-alpha=.98)Volume Ratio (1-alpha=.99)MKS Coverage (1-alpha=.90)MKS Coverage (1-alpha=.95)MKS Coverage (1-alpha=.98)MKS Coverage (1-alpha=.99)MKSd=4, Regression Model=...d=4, Regression Model=Ridge regression2026.040.53950.52590.47430.4170.89960.94950.97960.9896MKSd=2, Regression Model=...d=2, Regression Model=Ridge regression2026.040.51610.5370.58860.68670.89990.94990.97990.9896MKSd=3, Regression Model=...d=3, Regression Model=Ridge regression2026.040.49690.52140.45920.490.89950.94980.97970.9896