Gary Koop

Bayesian modeling of time-varying parameter vector autoregressions using regression trees

In light of widespread evidence of parameter instability in macroeconomic models, many time-varying parameter (TVP) models have been proposed. This paper develops a semiparametric TVP vector autoregression (VAR) using Bayesian additive regression trees (BART) that models the TVPs as an unknown function of effect modifi...