Singular ridge regression with homoscedastic residuals: generalization error with estimated parameters

Lyudmila Grigoryeva, Juan-Pablo Ortega

This paper characterizes the conditional distribution properties of the finite sample ridge regression estimator and uses that result to evaluate total regression and generalizatio…