For Tikhonov regularization in standard form, Λ is the identity matrix. For the generalized form of the regularization, various approaches for the choice of Λ have been suggested, and it may be created by merging different contribution matrices designed to represent specific prior assumptions or constraints. The complete regularization matrix is calculated as