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Modèle d'espace d'états (Filtre de Kalman)×Modèle structurel de séries temporelles (Modèle structurel de base)×
DomaineÉconométrieÉconométrie
FamilleRegression modelRegression model
Année d'origine19901990
Auteur d'origineHarvey; Durbin & Koopman (state space treatment); Kalman filterAndrew C. Harvey
TypeState space time series modelState-space (unobserved components) time series model
Source fondatriceHarvey, A. C. (1990). Forecasting, Structural Time Series Models and the Kalman Filter. Cambridge University Press. DOI ↗Harvey, A. C. (1990). Forecasting, Structural Time Series Models and the Kalman Filter. Cambridge University Press. ISBN: 978-0521405737
Aliasstate space, Kalman filter, unobserved components model, Durum Uzayı Modeli (State Space / Kalman Filter)BSM, basic structural model, unobserved components model, Yapısal Zaman Serisi Modeli (BSM)
Apparentées44
RésuméA state space model is a general time series framework that describes a series through unobserved (latent) state variables linked by a measurement equation and a transition equation, with the states estimated in real time by the Kalman filter. Developed in the state space tradition of Harvey (1990) and Durbin & Koopman (2012), it nests ARIMA and exponential smoothing as special cases.The Structural Time Series Model, in its Basic Structural Model (BSM) form, is Andrew Harvey's state-space approach that decomposes a series into separate stochastic trend, seasonal, cyclical, and irregular components. Developed in Harvey's 1990 treatment, it is prized for interpretability and component decomposition where ARIMA only delivers a black-box fit.
ScholarGateJeu de données
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  3. PUBLISHED

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ScholarGateComparer des méthodes: State Space Model · Structural Time Series Model. Consulté le 2026-06-17 sur https://scholargate.app/fr/compare