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SARIMA model so štrukturálnymi zlomami×Model ARIMA (Autoregressive Integrated Moving Average)×
OdborEkonometriaEkonometria
RodinaRegression modelRegression model
Rok vzniku1970s–19981970
TvorcaBox & Jenkins (SARIMA); Bai & Perron (structural break detection)George Box and Gwilym Jenkins
TypTime series model with regime shiftsTime series forecasting model
Pôvodný zdrojBai, J., & Perron, P. (1998). Estimating and testing linear models with multiple structural changes. Econometrica, 66(1), 47–78. DOI ↗Box, G. E. P., & Jenkins, G. M. (1970). Time Series Analysis: Forecasting and Control. Holden-Day. link ↗
Ďalšie názvySARIMA with structural breaks, break-augmented SARIMA, piecewise SARIMA, SARIMA-SBARIMA, Box-Jenkins model, integrated ARMA, ARIMA(p,d,q)
Príbuzné36
ZhrnutieThe Structural Break SARIMA model extends the classical Seasonal ARIMA framework by explicitly detecting and accommodating abrupt, permanent shifts in the level, trend, or seasonal pattern of a time series. Rather than forcing a single SARIMA specification across the entire sample, the model partitions the series at estimated breakpoints and fits separate SARIMA processes to each resulting segment, producing more accurate forecasts and reliable inference in the presence of regime changes.The ARIMA(p,d,q) model is the standard workhorse for univariate time series forecasting. It combines autoregressive terms (past values), differencing to induce stationarity, and moving average terms (past shocks) into a unified linear framework. Developed by Box and Jenkins (1970), it remains one of the most widely applied models in econometrics and applied statistics.
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ScholarGatePorovnať metódy: Structural Break SARIMA Model · ARIMA model. Získané 2026-06-17 z https://scholargate.app/sk/compare