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Bayesiläinen paneeliaineistoanalyysi×Bayesiläinen kiinteiden vaikutusten malli×
TieteenalaEkonometriaEkonometria
MenetelmäperheRegression modelRegression model
Syntyvuosi1971–19992000–2008
KehittäjäZellner (1971); Hsiao, Pesaran, and Tahmiscioglu (1999)Chib (2008); Lancaster (2000)
TyyppiBayesian estimation for panel dataBayesian panel regression
AlkuperäislähdeHsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717Lancaster, T. (2000). The incidental parameter problem since 1948. Journal of Econometrics, 95(2), 391–413. DOI ↗
RinnakkaisnimetBayesian panel model, Bayesian longitudinal model, hierarchical panel model, Bayesian multilevel panelBayesian within estimator, Bayesian FE model, Bayesian individual fixed effects, Bayesian least squares dummy variable
Liittyvät55
TiivistelmäBayesian panel data analysis applies Bayesian inference to models with repeated observations on multiple units. By placing prior distributions on coefficients and variance components, it merges prior knowledge with the observed panel likelihood to produce full posterior distributions for fixed or random effects, slope heterogeneity, and variance parameters — rather than point estimates and asymptotic standard errors.The Bayesian fixed effects model applies Bayesian inference to the classical within-group panel estimator. Unit-specific intercepts capture time-invariant unobserved heterogeneity, while prior distributions on all parameters allow probability statements about coefficients and full uncertainty quantification via the posterior distribution.
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ScholarGateVertaile menetelmiä: Bayesian Panel Data Analysis · Bayesian Fixed Effects Model. Haettu 2026-06-15 osoitteesta https://scholargate.app/fi/compare