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Krahasoni metodat

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Model SARIMA Fourier×Model VAR Fourier×
FushaEkonometriEkonometri
FamiljaRegression modelRegression model
Viti i origjinës19942010s
KrijuesiHarvey & Scott (1994); Hyndman & Athanasopoulos (popularization)Enders & Lee; extended by Nazlioglu and others to VAR systems
LlojiSeasonal time series model with trigonometric regressorsMultivariate time-series model
Burimi themeluesHarvey, A., & Scott, A. (1994). Seasonality in dynamic regression models. The Economic Journal, 104(427), 1324-1345. link ↗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 ↗
Emërtime të tjeraFourier SARIMA, SARIMA with Fourier terms, Fourier-SARIMA, trigonometric SARIMAFourier VAR, smooth structural break VAR, trigonometric VAR, Fourier-augmented VAR
Të lidhura66
PërmbledhjaThe Fourier SARIMA model extends the classical Seasonal ARIMA framework by incorporating trigonometric (Fourier) terms as deterministic regressors. This allows the model to approximate smooth, complex, or multiple-frequency seasonal patterns without requiring a full seasonal ARIMA structure for every frequency, making it particularly useful for high-frequency data or series with non-integer or evolving seasonality.The Fourier VAR model extends the standard Vector Autoregression by replacing fixed deterministic terms with Fourier trigonometric components, allowing the intercept (and optionally the trend) to shift gradually and smoothly over time. This eliminates the need to pre-specify the number, timing, or shape of structural breaks in a multivariate time-series system.
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ScholarGateKrahasoni metodat: Fourier SARIMA model · Fourier VAR model. Marrë më 2026-06-18 nga https://scholargate.app/sq/compare