Nowcasting in a pandemic using non-parametric mixed frequency VARs

نویسندگان

چکیده

This paper develops Bayesian econometric methods for posterior inference in non-parametric mixed frequency VARs using additive regression trees. We argue that tree models are ideally suited macroeconomic nowcasting the face of extreme observations, instance those produced by COVID-19 pandemic 2020. is due to their flexibility and ability model outliers. In an application involving four major euro area countries, we find substantial improvements performance relative a linear VAR.

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ژورنال

عنوان ژورنال: Journal of Econometrics

سال: 2023

ISSN: ['1872-6895', '0304-4076']

DOI: https://doi.org/10.1016/j.jeconom.2020.11.006