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Bayesovská analýza panelových dat×Analýza panelových dat×
OborEkonometrieEkonometrie
RodinaRegression modelRegression model
Rok vzniku1971–19991966–1978
TvůrceZellner (1971); Hsiao, Pesaran, and Tahmiscioglu (1999)Balestra & Nerlove (1966); Mundlak (1978); Hausman (1978)
TypBayesian estimation for panel dataPanel regression framework
Původní zdrojHsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717Baltagi, B. H. (2021). Econometric Analysis of Panel Data (6th ed.). Springer. ISBN: 978-3030539528
Další názvyBayesian panel model, Bayesian longitudinal model, hierarchical panel model, Bayesian multilevel panellongitudinal data analysis, pooled cross-sectional time-series analysis, panel regression, data panel analysis
Příbuzné55
ShrnutíBayesian 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.Panel data analysis models data that track multiple units — countries, firms, individuals — over time, enabling researchers to control for unobserved unit-level heterogeneity that would otherwise bias cross-sectional or time-series estimates. The two core specifications are fixed effects and random effects, selected via the Hausman test.
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ScholarGatePorovnat metody: Bayesian Panel Data Analysis · Panel Data Analysis. Získáno 2026-06-15 z https://scholargate.app/cs/compare