The least weighted squares I. The asymptotic linearity of normal equations

Abstract

An asymptotic linear approximation to the normal equations is found. It allows then to establish square-root-of-n-consistency of the estimator of regression coefficients obtained by the method of minimizining sum weighted order statistics of squa