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贝叶斯系统GMM×面板系统GMM(Blundell-Bond估计量)×
领域计量经济学计量经济学
方法族Regression modelRegression model
起源年份1998–20101998
提出者Blundell & Bond (System GMM, 1998); Bayesian integration via Chib and related MCMC literatureBlundell & Bond (1998); Arellano & Bover (1995)
类型Bayesian dynamic panel estimatorGMM estimator for dynamic panel data
开创性文献Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. DOI ↗Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. DOI ↗
别名Bayesian Sys-GMM, Bayesian BB estimator, Bayesian Blundell-Bond GMM, B-SGMMSystem GMM, Blundell-Bond estimator, SYS-GMM, two-step System GMM
相关56
摘要Bayesian System GMM combines the Blundell-Bond System Generalized Method of Moments estimator for dynamic panel data with Bayesian prior distributions and posterior inference via MCMC. It handles endogeneity, individual fixed effects, and weak-instrument problems while incorporating prior knowledge and delivering full posterior uncertainty quantification — not just point estimates and asymptotic standard errors.Panel System GMM is a two-equation GMM estimator for dynamic panel data that stacks the differenced equation (using lagged levels as instruments) with the levels equation (using lagged differences as instruments). Developed by Blundell and Bond (1998) on the foundation of Arellano and Bover (1995), it is the preferred tool when the lagged dependent variable is highly persistent or individual effects are large.
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  3. PUBLISHED

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ScholarGate方法对比: Bayesian System GMM · Panel System GMM. 于 2026-06-18 检索自 https://scholargate.app/zh/compare