Abstract:

For a smooth nonlinear regression model the conditions for the uniform second order asymptotic linearity of the $M$-statistics in the regression parameters are given. The existence of the $\sqrt{n}$-consistent estimator of the regression parameters and the role of the rescaling residuals in the $M$-estimation are briefly discussed.