Title of article :
Closed forms for asymptotic bias and variance in autoregressive models with unit roots
Author/Authors :
Shenton، نويسنده , , L.R. and Vinod، نويسنده , , H.D.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 1995
Abstract :
For a first-order autoregressive AR(1) model with zero initial value, xt = αxt−1 + εt, we provide closed-form analytical expressions for the asymptotic bias and variance of the maximum likelihood (ML) estimator α = ∑1n xtxt−1∑1n−1 xt2 when ¦α¦ = 1. For the bias, numerical accuracy of up to six significant digits is achieved for sample sizes n > 100.
Keywords :
Maximum likelihood , Series summation , convergence acceleration , Stieltjes series , Elliptic functions , Computerized symbolic manipulation , Bernoulli numbers , Continued fractions
Journal title :
Journal of Computational and Applied Mathematics
Journal title :
Journal of Computational and Applied Mathematics