6.1 ( ) www Consider the dual formulation of the least squares linear regression problem given in Section 6.1. Show that the solution for the components an of the vector a can be expressed as a linear combination of the elements of the vector

φ(xn). Denoting these coefficients by the vector w, show that the dual of the dual formulation is given by the original representation in terms of the parameter vector w.