Title :
Small sample statistics of the Yule-Walker method for autoregressive parameter estimation
Author :
Dijkhof, Wilbert ; Wensink, Einar
Author_Institution :
Faculty of Mathematical Sciences, University of Twente, P.O. Box 217, 7500 AE Enschede, The Netherlands
Abstract :
In this paper we will give the expectation of (the square of) the reflection coefficient, residual variance and prediction error in small sample statistics in white noise. We will construct approximations of these expectations which are more accurate than the known first order Taylor approximations. We need these better approximations because in some applications (radar applications for example) the number of observations is small.
Keywords :
Accuracy; Approximation methods; Estimation; Parameter estimation; Polynomials; Reflection coefficient; White noise;
Conference_Titel :
Signal Processing Conference, 2000 10th European
Conference_Location :
Tampere, Finland
Print_ISBN :
978-952-1504-43-3