A note relating ridge regression and OLS p-values to preconditioned sparse penalized regression

Karl Rohe

When the design matrix has orthonormal columns, "soft thresholding" the ordinary least squares (OLS) solution produces the Lasso solution [Tibshirani, 1996]. If one uses the Puffer…