Volume 25, Issue 1
Special Issue Article ‐ Model Uncertainty and Macroeconomics

Large Bayesian vector auto regressions

Marta Bańbura

European Central Bank, Frankfurt, Germany

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Domenico Giannone

ECARES, Brussels, Belgium

CEPR, London, UK

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Lucrezia Reichlin

Corresponding Author

E-mail address: lreichlin@london.edu

CEPR, London, UK

London Business School, UK

London Business School, Regent's Park, London NW1 4SA, UK.Search for more papers by this author
First published: 18 January 2010
Citations: 451

Abstract

This paper shows that vector auto regression (VAR) with Bayesian shrinkage is an appropriate tool for large dynamic models. We build on the results of De Mol and co‐workers (2008) and show that, when the degree of shrinkage is set in relation to the cross‐sectional dimension, the forecasting performance of small monetary VARs can be improved by adding additional macroeconomic variables and sectoral information. In addition, we show that large VARs with shrinkage produce credible impulse responses and are suitable for structural analysis. Copyright © 2009 John Wiley & Sons, Ltd.

Number of times cited according to CrossRef: 451

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