for fixed
regressors
, for random regressors
When further assumptions are
made about the errors, it is typically added that they are identically distributed with
E(εi)=0 (see, among others, Li, 1985, and Wu, 1985), confirming the idea that the
objective is to make the usual mean regression more robust.