Advances in Nonlinear Parameter Optimization Formulation of the problem Well known methods for the solution of nonlinear least squares problems A new method for the solution of nonlinear least squares problems Application of the new method for the solution of the linear least squares problem The problem of the choice of a starting point x 0 Applications of the proposed method for the solution of nonlinear least squares problems.