D. Dickey, W. Fuller
tlooto Summary
Distribution of estimators for autoregressive time series with a unit root is analyzed under the assumption that p = ±1, leading to representations for limit distributions and regression tests.
Abstract
Abstract Let n observations Y 1, Y 2, ···, Y n be generated by the model Y t = pY t−1 + e t , where Y 0 is a fixed constant and {e t } t-1 n is a sequence of independent normal random variables with mean 0 and variance σ2. Properties of the regression estimator of p are obtained under the assumption that p = ±1. Representations for the limit distributions of the estimator of p and of the regression t test are derived. The estimator of p and the regression t test furnish methods of testing the hypothesis that p = 1.
Citation format
DICKEY, D.; FULLER, W. Distribution of the estimators for autoregressive time series with a unit root. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1979, 74: 427–431.