Description
Abstract:We study the asymptotic distribution of Yule-Walker and least squares estimators for two-dimensional autoregressive (AR) processes. Explicit expressions for the asymptotic bias of Yule-Walker estimators and Tjøstheim's least squares estimators (1983) are obtained for AR(p1, p2) processes. The bias in the Yule-Walker estimators disappears if we use the so-called unbiased sample autocovariance function and the usual least squares estimators are also asymptotically unbiased. The extent of the biases in small and moderate samples is studied via simulation.
Physical Description:16 leaves ; 28 cm
Bibliography:Includes bibliographical references (leaf 12).