Before revision:  The one-step linearization method consists of solving a minimization problem with standard regularization techniques, which is commonly used in practice but builds only a heuristical approach since there is no proven theory of its convergence.
After revision:  The one-step linearization method consists of solving a minimization problem with standard regularization techniques, which do not have a rigorous theory of convergence.