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آزمون پلاسیب بیزی×روش کنترل ترکیبی بیزی×
حوزهاستنتاج علّیاستنتاج علّی
خانوادهRegression modelRegression model
سال پیدایش2010-20152015 (Bayesian formulation); 2003 (original SCM by Abadie & Gardeazabal)
پدیدآورBrodersen, Gallusser, Koehler, Remy & Scott (Bayesian causal impact context); Abadie, Diamond & Hainmueller (placebo permutation tradition)Brodersen, Gallusser, Koehler, Remy & Scott; building on Abadie, Diamond & Hainmueller
نوعRobustness check / falsification testBayesian causal inference / synthetic control
منبع بنیادینBrodersen, K. H., Gallusser, F., Koehler, J., Remy, N., & Scott, S. L. (2015). Inferring causal impact using Bayesian structural time-series models. Annals of Applied Statistics, 9(1), 247-274. DOI ↗Brodersen, K. H., Gallusser, F., Koehler, J., Remy, N., & Scott, S. L. (2015). Inferring causal impact using Bayesian structural time-series models. Annals of Applied Statistics, 9(1), 247-274. DOI ↗
نام‌های دیگرBayesian falsification test, Bayesian permutation placebo, Bayesian robustness check, Bayesian in-time placeboBayesian SCM, Bayesian synthetic controls, probabilistic synthetic control, Bayesian SC
مرتبط55
خلاصهThe Bayesian Placebo Test is a falsification strategy for causal inference that applies Bayesian inference to placebo scenarios — either fake treatments in the pre-intervention period, on unaffected units, or at fictitious cut-offs — to verify that observed treatment effects cannot plausibly arise by chance or from a misspecified model. It integrates prior information and yields posterior distributions of placebo effects for direct probabilistic comparison.The Bayesian Synthetic Control Method estimates the causal effect of an intervention on a single treated unit by constructing a probabilistic counterfactual from a weighted combination of untreated donor units. Unlike the classical SCM, it places a prior distribution over the synthetic weights, yielding full posterior uncertainty intervals for the counterfactual trajectory and the treatment effect at each post-intervention time point.
ScholarGateمجموعه‌داده
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  3. PUBLISHED
  1. v1
  2. 2 منابع
  3. PUBLISHED

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ScholarGateمقایسهٔ روش‌ها: Bayesian Placebo Test · Bayesian Synthetic Control Method. بازیابی‌شده در 2026-06-17 از https://scholargate.app/fa/compare