Non-Linear Models: Where Do We Go Next - Time Varying Parameter Models?

Clive W.J. Granger, University of California, San Diego

Abstract

Although linear models have been the central focus of econometrics for most of the twentieth century, great developments in non-linear models took place from the latter part of the century. This paper questions the future development of non-linear models in economics and shows (via White's Theorem) that any non-linear model can be approximated by a time-varying parameter linear model. Compared with non-linear models, multi-step forecasts are more easily prepared using time-varying parameter models, while they are also more readily interpretable and theoretical results on aggregation are straightforward to obtain. Nevertheless, there is some evidence that subtle non-linearities may exist in macroeconomic time series.

Recommended Citation

Clive W.J. Granger (2008) "Non-Linear Models: Where Do We Go Next - Time Varying Parameter Models?", Studies in Nonlinear Dynamics & Econometrics: Vol. 12: No. 3, Article 1.
http://www.bepress.com/snde/vol12/iss3/art1

 
 
 
 

ISSN: 1558-3708 ©1999-2009 The Berkeley Electronic Press™ All rights reserved.

To submit, subscribe, recommend this journal to your library, or sign up for email alerts, please visit: http://www.bepress.com/snde