Abstract :
Shrinkage estimation procedures such as ridge regression and the lasso have been
proposed for stabilizing estimation in linear models when high collinearity exists
in the design+ In this paper, we consider asymptotic properties of shrinkage estimators
in the case of “nearly singular” designs+
