If there are n observations, represented by yn??1, and p explanatory variables (Xn??p), then the original data matrix is: Then, given that S is a diagonal matrix whose diagonal entries equal the square root of l (for l being a given real number), it is necessary to add p pseudo-observations to form the new data set: Direct solutions to multiple regression problems will begin by triangularizing the