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Aegamööda muutuvate parameetritega dünaamiline paneelmudel×Oleku ruum mudel (Kalmani filter)×
ValdkondÖkonomeetriaÖkonomeetria
PerekondRegression modelRegression model
Tekkeaasta1990s–2000s1990
LoojaHsiao, Pesaran, and related panel time-series literatureHarvey; Durbin & Koopman (state space treatment); Kalman filter
TüüpDynamic panel model with time-varying coefficientsState space time series model
AlgallikasCanova, F., & Ciccarelli, M. (2009). Estimating multicountry VAR models. International Economic Review, 50(3), 929-959. DOI ↗Harvey, A. C. (1990). Forecasting, Structural Time Series Models and the Kalman Filter. Cambridge University Press. DOI ↗
RööpnimetusedTVP dynamic panel model, time-varying coefficient panel model, TVP-DPD model, state-space dynamic panel modelstate space, Kalman filter, unobserved components model, Durum Uzayı Modeli (State Space / Kalman Filter)
Seotud24
KokkuvõteThe time-varying parameter dynamic panel data model combines lagged dependent variables with coefficients that evolve over time across panel units. It extends conventional dynamic panel models by allowing slope parameters to shift across periods, making it well-suited for studying structural change, heterogeneous adjustment dynamics, and parameter instability in macro-panels and cross-country datasets.A 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.
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ScholarGateVõrdle meetodeid: Time-varying parameter dynamic panel data model · State Space Model. Loetud 2026-06-15 aadressilt https://scholargate.app/et/compare