Chan, Kung-Sik and Tong, Howell (2010) A note on the invertibility of nonlinear ARMA models. Journal of statistical planning and inference, 140 (12). pp. 3709-3714. ISSN 0378-3758
Abstract
We review the concepts of local and global invertibility for a nonlinear auto-regressive moving-average (NLARMA) model. Under very general conditions, a local invertibility analysis of an NLARMA model shows the generic dichotomy that the innovation reconstruction errors either diminish geometrically fast or grow geometrically fast. We derive a simple sufficient condition for an NLARMA model to be locally invertible. The invertibility of the polynomial MA models is revisited. Moreover, we show that the threshold MA models may be globally invertible even though some component MA models are non-invertible. One novelty of our approach is its cross-fertilization with dynamical systems.
| Item Type: | Article |
|---|---|
| Official URL: | http://www.elsevier.com/locate/jspi |
| Additional Information: | © 2010 Elsevier B.V. |
| Uncontrolled Keywords: | attractor, dynamical system, nonlinear time series, polynomial MA model, subadditive ergodic theory, threshold MA model, ISI |
| Library of Congress subject classification: | H Social Sciences > HA Statistics Q Science > QA Mathematics |
| Sets: | Departments > Statistics |
| Rights: | http://www.lse.ac.uk/library/rights/LSERO.htm |
| Identification Number: | UT ISI:000281982700013 |
| URL: | http://eprints.lse.ac.uk/29578/ |
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