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On an autoregressive model with time-dependent coefficients
Authors:Gea Hwa Kwoun  Yoshihiro Yajima
Institution:(1) Tokyo Institute of Technology, Tokyo, Japan
Abstract:Summary As one of the non-stationary time series model, we consider a firstorder autoregressive model in which the autoregressive coefficient is assumed to be a function,f t (θ), of timet. We establish several assumptions onf t (θ), not on the terms in the Taylor expansion of log-likelihood function, and show that the estimators of unknown parameters involved inf t (θ) have strong consistency and asymptotic normality under these assumptions when sample size tends to infinity.
Keywords:Time-dependent coefficients  strong consistency  asymptotic normality
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