Ergodicity of nonlinear first order autoregressive models |
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Authors: | Rabi N. Bhattacharya Chanho Lee |
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Affiliation: | (1) Indiana University, 47405 Bloomington, Indiana;(2) Han nam University, Taejeon, Korea |
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Abstract: | ![]() Criteria are derived for ergodicity and geometric ergodicity of Markov processes satisfyingXn+1 =f(Xn)+ (Xn) n+1, wheref, are measurable, { n} are i.i.d. with a (common) positive density,E| n|> . In the special casef(x)/x has limits, , asx – andx + , respectively, it is shown that ![ldquo](/content/b3362376v17769m3/xxlarge8220.gif) <1, <1, ![agr](/content/b3362376v17769m3/xxlarge945.gif) <1 is sufficient for geometric ergodicity, and that ![ldquo](/content/b3362376v17769m3/xxlarge8220.gif) <-1, ![beta](/content/b3362376v17769m3/xxlarge946.gif) 1, ![agr](/content/b3362376v17769m3/xxlarge945.gif) ![beta](/content/b3362376v17769m3/xxlarge946.gif) 1 is necessary for recurrence. |
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Keywords: | Autoregressive process Markov process ergodicity Brownian motion |
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