I. Introduction
Many problems in mathematics and engineering lead to an approximate solution of an overdetermined system of linear equations with unknowns. In general, is a matrix of measured inputs, is a parameter matrix, and is a matrix that contains the measured outputs. It is convenient to concatenate and in the augmented data matrix , where . The elements of contain all measurements.