A new method corrects bias in high-dimensional ridge regression.
problem Inherent bias in ridge regression limits statistical efficiency and scalability.
method Iterative bias correction strategy for and Ridge-Screening method for .
result Valid inferences and asymptotic properties established for de-biased ridge estimators.