The Annals of Statistics · 1993 · 1.3K citations · 6 references
EngineeringEconomicsStochastic ModelingStochastic ProcessesTime Series AnalysisErgodic TheoryLimit TheoremsPoisson ProcessesThreshold EstimationThreshold ModelingAsymptotic Distribution TheoryAutoregressive ModelsCompound Poisson ModelsCompound Poisson ProcessesErgodic ProcessesThreshold AutoregressionThreshold Autoregressive ModelsThreshold Parameter Estimation
It is shown that, under some regularity conditions, the least squares estimator of a stationary ergodic threshold autoregressive model is strongly consistent. The limiting distribution of the least squares estimator is derived. It is shown that the estimator of the threshold parameter is N consistent and its limiting distribution is related to a compound Poisson Process.
6