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Bayesian System GMM×パネルシステムGMM(ブランドル・ボンド推定量)×
分野計量経済学計量経済学
系統Regression modelRegression model
提唱年1998–20101998
提唱者Blundell & Bond (System GMM, 1998); Bayesian integration via Chib and related MCMC literatureBlundell & Bond (1998); Arellano & Bover (1995)
種類Bayesian dynamic panel estimatorGMM estimator for dynamic panel data
原典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 ↗
別名Bayesian Sys-GMM, Bayesian BB estimator, Bayesian Blundell-Bond GMM, B-SGMMSystem GMM, Blundell-Bond estimator, SYS-GMM, two-step System GMM
関連56
概要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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ScholarGate手法を比較: Bayesian System GMM · Panel System GMM. 2026-06-18に以下より取得 https://scholargate.app/ja/compare