Estimating sufficient reductions of the predictors in abundant high-dimensional regressions

R. Dennis Cook, Liliana Forzani, Adam J. Rothman

We study the asymptotic behavior of a class of methods for sufficient dimension reduction in high-dimension regressions, as the sample size and number of predictors grow in various…