Limiting Distribution of the Variogram Estimator

Abstract

The paper deals with the problem of a statistical analysis of time series connected with the estimation of variogram. We present the limiting expressions of the first two moments and the higher order cumulants of the classical variogram estimator of Gaussian intrinsically stationary stochastic process with continuous time. These expressions are then used to prove the theorem concerning the asymptotic distribution of the variogram estimator.