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贝叶斯面板数据分析×贝叶斯固定效应模型×
领域计量经济学计量经济学
方法族Regression modelRegression model
起源年份1971–19992000–2008
提出者Zellner (1971); Hsiao, Pesaran, and Tahmiscioglu (1999)Chib (2008); Lancaster (2000)
类型Bayesian estimation for panel dataBayesian panel regression
开创性文献Hsiao, 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 ↗
别名Bayesian 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
相关55
摘要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.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.
ScholarGate数据集
  1. v1
  2. 2 来源
  3. PUBLISHED
  1. v1
  2. 2 来源
  3. PUBLISHED

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ScholarGate方法对比: Bayesian Panel Data Analysis · Bayesian Fixed Effects Model. 于 2026-06-15 检索自 https://scholargate.app/zh/compare