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System GMM بیزینی×برآوردگر GMM آرلانو-باند×
حوزهاقتصادسنجیاقتصادسنجی
خانوادهRegression modelRegression model
سال پیدایش1998–20101991
پدیدآورBlundell & Bond (System GMM, 1998); Bayesian integration via Chib and related MCMC literatureManuel Arellano and Stephen Bond
نوعBayesian dynamic panel estimatorGMM estimator for dynamic panel data
منبع بنیادینBlundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115–143. DOI ↗Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Review of Economic Studies, 58(2), 277-297. DOI ↗
نام‌های دیگرBayesian Sys-GMM, Bayesian BB estimator, Bayesian Blundell-Bond GMM, B-SGMMAB-GMM, Difference GMM, first-difference GMM, Arellano-Bond estimator
مرتبط55
خلاصهBayesian 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.The Arellano-Bond GMM estimator is the standard approach for dynamic panel data models in which the lagged dependent variable appears as a regressor. By first-differencing to remove fixed effects and using deeper lags as instruments, it yields consistent estimates even when the error is serially correlated and regressors are endogenous.
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ScholarGateمقایسهٔ روش‌ها: Bayesian System GMM · Arellano-Bond GMM estimator. بازیابی‌شده در 2026-06-19 از https://scholargate.app/fa/compare