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베이지안 고정 효과 모형×베이지안 패널 데이터 분석×
분야계량경제학계량경제학
계열Regression modelRegression model
기원 연도2000–20081971–1999
창시자Chib (2008); Lancaster (2000)Zellner (1971); Hsiao, Pesaran, and Tahmiscioglu (1999)
유형Bayesian panel regressionBayesian estimation for panel data
원전Lancaster, T. (2000). The incidental parameter problem since 1948. Journal of Econometrics, 95(2), 391–413. DOI ↗Hsiao, C. (2003). Analysis of Panel Data (2nd ed.). Cambridge University Press. ISBN: 978-0521522717
별칭Bayesian within estimator, Bayesian FE model, Bayesian individual fixed effects, Bayesian least squares dummy variableBayesian panel model, Bayesian longitudinal model, hierarchical panel model, Bayesian multilevel panel
관련55
요약The 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.Bayesian 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.
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