Regression modelEconometrics / time series
Fourier Structural Vector Autoregression (Fourier SVAR) Model
The Fourier SVAR model integrates Fourier series approximations into the structural VAR framework, allowing the model to capture smooth, gradual structural breaks and time-varying dynamics in multivariate time series without requiring a priori knowledge of break dates. It recovers structural shocks and their propagation effects while remaining robust to low-frequency parameter drift.
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Sources
- Enders, W., & Lee, J. (2012). A unit root test using a Fourier series to approximate smooth breaks. Oxford Bulletin of Economics and Statistics, 74(4), 574-599. DOI: 10.1111/j.1468-0084.2011.00662.x ↗
- Bernal, O., & Gnabo, J. Y. (2023). Fourier-based structural VAR models with time-varying parameters. Journal of Applied Econometrics, 38(3), 321-345. link ↗