 Another way to express this property is

or formula_3 is conditionally independent of formula_1, given formula_42.Then the subspace formula_36 is defined to be a dimension reduction subspace (DRS).For a regression formula_13, the structural dimension, formula_45, is the smallest number of distinct linear combinations of formula_1 necessary to preserve the conditional distribution of formula_13.