 Given a response variable "y" and a "p"-dimensional predictor vector formula_1, regression analysis aims to study the distribution of formula_2, the conditional distribution of formula_3 given formula_1.A dimension reduction is a function formula_5 that maps formula_1 to a subset of formula_7, "k" Cook & Adragni (2009) "Sufficient Dimension Reduction and Prediction in Regression" In