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Forecasting aggregates using panels of nonlinear time series

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Author Info
Fok, D.
Dijk, D.J.C. van
Franses, Ph.H.B.F. (Erasmus Econometric Institute)

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Abstract

Macroeconomic time series such as total unemployment or total industrial production concern data which are aggregated across regions, sectors, or age categories. In this paper we examine if forecasts for these aggregates can be improved by considering panel models for the disaggregate series. As many macroeconomic variables have nonlinear properties, we specifically focus on panels of nonlinear time series. We discuss the representation of such models, parameter estimation and a method to generate forecasts. We illustrate the usefulness of our approach for simulated data and for the US coincident index, making use of state-specific component series.

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File URL: http://hdl.handle.net/1765/1797
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Publisher Info
Paper provided by Erasmus University Rotterdam, Econometric Institute in its series Econometric Institute Report with number EI 2004-44 Revision_Date: 2009-11-06.

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Date of creation: 05 Nov 2004
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Handle: RePEc:dgr:eureir:1765001797

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Related research
Keywords: data aggregation; multi-level models; panel of time series; business cycle; nonlinearity;

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  1. Badi H. Baltagi, 2007. "Forecasting with Panel Data," Center for Policy Research Working Papers 91, Center for Policy Research, Maxwell School, Syracuse University. [Downloadable!]
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This page was last updated on 2010-1-6.


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