NONPARAMETRIC-ESTIMATION AND IDENTIFICATION OF NONLINEAR ARCH TIME-SERIES - STRONG-CONVERGENCE AND ASYMPTOTIC NORMALITY - STRONG-CONVERGENCE AND ASYMPTOTIC NORMALITY
E. Masry et D. Tjostheim, NONPARAMETRIC-ESTIMATION AND IDENTIFICATION OF NONLINEAR ARCH TIME-SERIES - STRONG-CONVERGENCE AND ASYMPTOTIC NORMALITY - STRONG-CONVERGENCE AND ASYMPTOTIC NORMALITY, Econometric theory, 11(2), 1995, pp. 258-289
We consider the estimation and identification of the functional struct
ures of nonlinear econometric systems of the ARCH type. We employ nonp
arametric kernel estimates for the nonlinear functions characterizing
the Systems, and we establish strong consistency along with sharp rate
s of convergence under mild regularity conditions. We also prove the a
symptotic normality of the estimates.