Nonparametric estimation of additive nonlinear ARX time series: Local linear fitting and projections

Authors
Citation
Zw. Cai et E. Masry, Nonparametric estimation of additive nonlinear ARX time series: Local linear fitting and projections, ECONOMET TH, 16(4), 2000, pp. 465-501
Citations number
31
Categorie Soggetti
Economics
Journal title
ECONOMETRIC THEORY
ISSN journal
02664666 → ACNP
Volume
16
Issue
4
Year of publication
2000
Pages
465 - 501
Database
ISI
SICI code
0266-4666(200008)16:4<465:NEOANA>2.0.ZU;2-E
Abstract
We consider the estimation and identification of the components (endogenous and exogenous) of additive nonlinear ARX time series models. We employ a l ocal polynomial fitting scheme coupled with projections. We establish the w eak consistency (with rates) and the asymptotic normality of the projection estimates of the additive components. Expressions for the asymptotic bias and variance are given.