Title of article :
A note on the invertibility of nonlinear ARMA models
Author/Authors :
Chan، نويسنده , , Kung-Sik and Tong، نويسنده , , Howell، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2010
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.
Keywords :
Polynomial MA model , Subadditive ergodic theory , Threshold MA model , Attractor , dynamical system , Nonlinear time series
Journal title :
Journal of Statistical Planning and Inference
Journal title :
Journal of Statistical Planning and Inference