(10%) Consider the dual formulation of the least-squares linear regression problem given on page 6 in the ppt of Kernel Methods. Show that the solution for the components a, of the vector a can be expressed as a linear combination of the elements of the vector o(x,). 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