function lambdamax = l1tf_lambdamax(y) % lambdamax = l1tf_lambdamax(y) % % returns an upperbound of lambda: % With a regularization parameter value over lambda_max, l1tf returns the % best affine fit for y. % % INPUT: % y : n-vector; original signal % % OUTPUT: % % lambdamax : scalar; maximum value of lambda in useful range % n = length(y); I = speye(n-2,n-2); O = zeros(n-2,1); D = [I O O]+[O -2*I O]+[O O I]; lambdamax = norm((D*D')\(D*y),inf); disp(sprintf(' lambda_max : %e', lambdamax)) ;