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Robust autoregressiv modell×Robust vektorfelkorrektionsmodell (Robust VECM)×
ÄmnesområdeEkonometriEkonometri
FamiljRegression modelRegression model
Ursprungsår19861997–2001
UpphovspersonMartin & Yohai (influential early work); broader robust time series literatureSakata & White (1998); Lucas (1997) — robust cointegrated system estimation
TypRobust time series modelRobust multivariate time-series model
UrsprungskällaMartin, R. D., & Yohai, V. J. (1986). Influence functionals for time series. Annals of Statistics, 14(3), 781–818. DOI ↗Caner, M., & Kilian, L. (2001). Size distortions of tests of the null hypothesis of stationarity: Evidence and implications for the PPP debate. Journal of International Money and Finance, 20(5), 639-657. link ↗
Aliasrobust autoregression, outlier-robust AR, M-estimator AR, heavy-tail ARrobust VECM, outlier-robust VECM, robust cointegration model, robust VEC model
Närliggande61
SammanfattningThe robust AR model fits an autoregressive time series specification using estimation methods — typically M-estimators or bounded-influence estimators — that resist distortion from outliers and heavy-tailed error distributions. Unlike OLS-based AR estimation, robust variants down-weight extreme observations so that a small number of contaminated data points cannot dominate the fitted dynamics.Robust VECM extends the classical Vector Error Correction Model by replacing ordinary least squares estimation with outlier-resistant procedures — such as M-estimators, S-estimators, or least trimmed squares — so that cointegration relationships and short-run adjustment dynamics are estimated reliably even when the multivariate time series contains outliers, structural breaks, or heavy-tailed innovations.
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ScholarGateJämför metoder: Robust AR model · Robust VECM. Hämtad 2026-06-17 från https://scholargate.app/sv/compare