Variational inference for large Bayesian vector autoregressions

Mauro Bernardi, Daniele Bianchi, Nicolas Bianco

We propose a novel variational Bayes approach to estimate high-dimensional vector autoregression (VAR) models with hierarchical shrinkage priors. Our approach does not rely on a co…