Asymptotics for nonlinear transform at ions of integrated time series

Citation
Jy. Park et Pcb. Phillips, Asymptotics for nonlinear transform at ions of integrated time series, ECONOMET TH, 15(3), 1999, pp. 269-298
Citations number
17
Categorie Soggetti
Economics
Journal title
ECONOMETRIC THEORY
ISSN journal
02664666 → ACNP
Volume
15
Issue
3
Year of publication
1999
Pages
269 - 298
Database
ISI
SICI code
0266-4666(199906)15:3<269:AFNTAI>2.0.ZU;2-C
Abstract
An asymptotic theory for stochastic processes generated from nonlinear tran sformations of nonstationary integrated time series is developed. Various n onlinear functions of integrated series such as ARIMA time series are studi ed, and the asymptotic distributions of sample moments of such functions ar e obtained and analyzed. The transformations considered in the paper includ e a variety of functions that are used in practical nonlinear statistical a nalysis. It is shown that their asymptotic theory is quite different from t hat of integrated processes and stationary time series. When the transforma tion function is exponentially explosive, for instance, the convergence rat e of sample functions is path dependent. In particular, the convergence rat e depends not only on the size of the sample but also on the realized sampl e path. Some brief applications of these asymptotics are given to illustrat e the effects of nonlinearly transformed integrated processes on regression . The methods developed in the paper are useful in a project of greater sco pe concerned with the development of a general theory of nonlinear regressi on for nonstationary time series.