V-uniform ergodicity of threshold autoregressive nonlinear time series

by Boucher, Thomas Richard

Abstract (Summary)
We investigate conditions for the ergodicity of threshold autoregressive time series by embedding the time series in a general state Markov chain and apply a FosterLyapunov drift condition to demonstrate ergodicity of the Markov chain. We are particularly interested in demonstrating V uniform ergodicity where the test function V () is a function of a norm on the statespace. In this dissertation we provide conditions under which the general state space chain may be approximated by a simpler system, whether deterministic or stochastic, and provide conditions on the simpler system which imply V uniform ergodicity of the general state space Markov chain and thus the threshold autoregressive time series embedded in it. We also examine conditions under which the general state space chain may be classified as transient. Finally, in some cases we provide conditions under which central limit theorems will exist for the V uniformly ergodic general state space chain.
Bibliographical Information:

Advisor:Cline, Daren B.H.; Longnecker, Michael T.; Jansen, Dennis W.; Zinn, Joel

School:Texas A&M University

School Location:USA - Texas

Source Type:Master's Thesis

Keywords:ergodicity v uniform nonlinear time series


Date of Publication:12/01/2003

© 2009 All Rights Reserved.