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STOCHASTIC UNIT ROOT MODELS

Christian S. Gourieroux and Christian Y. Robert

Econometric Theory, 2006, vol. 22, issue 06, pages 1052-1090

Abstract: This paper develops a dynamic switching model, with a random walk and a stationary regime, where the time spent in the random walk regime is endogeneously predetermined. More precisely, we assume that the process is recursively defined by Yt = + Yt 1 + t, with stochastic probability rw(Yt 1), Yt = + t, with stochastic probability 1 rw(Yt 1), where ( t) is a strong white noise and rw is a nondecreasing function. Then, the dynamics of the process (Yt), its marginal distribution, and the distribution of the time spent in the unit root regime depend on the pattern of random walk intensity rw and on the noise distribution F. Moreover, we study the links between the endogeneous switching regime and the degree of persistence of the process (Yt).

Date: 2006
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