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Panel VAR models with spatial dependence

Authors: Jan Mutl;

Panel VAR models with spatial dependence

Abstract

I consider a panel vector-autoregressive model with cross-sectional dependence of the disturbances characterized by a spatial autoregressive process. I propose a three-step estimation procedure. Its first step is an instrumental variable estimation that ignores the spatial correlation. In the second step, the estimated disturbances are used in a multivariate spatial generalized moments estimation to infer the degree of spatial correlation. The final step of the procedure uses transformed data and applies standard techniques for estimation of panel vector-autoregressive models. I compare the small-sample performance of various estimation strategies in a Monte Carlo study.

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Keywords

VAR-Modell, ddc:330, spatial Cochrane-Orcutt transformation, Momentenmethode, Monte-Carlo-Methode, spatial PVAR, Maximum-Likelihood-Methode, spatial GM, C13, Panel, constrained maximum likelihood estimation, Spatial PVAR, Multivariate dynamic panel data model, Spatial GM, Spatial Cochrane-Orcutt transformation, Constrained maximum likelihood estimation, C31, multivariate dynamic panel data model, C33, jel: jel:C31, jel: jel:C13, jel: jel:C33

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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Average
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