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Robust estimation for the coefficient of a first order autoregressive process
Authors:Jiin-Huarng Guo
Institution:Department of Mathematical Sciences , Chinese Air Force Academy , Kung-Shan, R.O.C, Taiwan
Abstract:Nonparametric methods, Theil's method and Hussain's method have been applied to simple linear regression problems for estimating the slope of the regression line.We extend these methods and propose a robust estimator to estimate the coefficient of a first order autoregressive process under various distribution shapes, A simulation study to compare Theil's estimator, Hus-sain's estimator, the least squares estimator, and the proposed estimator is also presented.
Keywords:Theil's estimator  Hussain's estimator  least squares estimator  computer simulation
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