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bvar

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Macroeconomic forecasting using machine learning methods for Uzbekistan. Nine ML models (Ridge, Lasso, Elastic Net, PLS, PCR, SVR, Random Forest, XGBoost, Gradient Boosting) plus an ML ensemble againstARIMA, VAR, and BVAR benchmarks for CPI inflation and GDP growth forecasting. Python + MATLAB (IRIS Toolbox).

  • Updated Aug 16, 2026
  • Python

Provides estimation of Bayesian vector autoregression (BVAR) models with steady-state priors via 'Stan', along with functions for unconditional and conditional forecasting, as well as impulse response analysis. For details on the steady-state BVAR model see Villani (2009) <doi:10.1002/jae.1065>.

  • Updated Sep 15, 2026
  • C++

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