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تحلیل اثر علّی قوی×روش کنترل ترکیبی (SCM)×
حوزهاستنتاج علّیاستنتاج علّی
خانوادهRegression modelRegression model
سال پیدایش20152003–2010
پدیدآورBrodersen, Gallusser, Koehler, Remy & Scott (foundational CausalImpact framework)Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
نوعBayesian causal inference with robustness validationQuasi-experimental causal inference
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 ↗Abadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. Journal of the American Statistical Association, 105(490), 493-505. DOI ↗
نام‌های دیگرrobust CausalImpact, sensitivity-augmented causal impact, causal impact with robustness checks, robust BSTS causal inferenceSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
مرتبط54
خلاصهRobust Causal Impact Analysis extends the Bayesian structural time-series CausalImpact framework (Brodersen et al., 2015) by embedding systematic robustness checks — in-time placebo tests, in-space placebo controls, covariate sensitivity analysis, and prior sensitivity assessments — to verify that a detected intervention effect is genuine and not an artifact of model choices or coincidental data patterns.The Synthetic Control Method estimates the causal effect of a treatment or policy on a single treated unit by constructing a weighted combination of untreated units — the synthetic control — that closely resembles the treated unit before the intervention. The gap between the treated unit and its synthetic counterpart after the intervention is the estimated treatment effect.
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ScholarGateمقایسهٔ روش‌ها: Robust Causal Impact Analysis · Synthetic Control Method. بازیابی‌شده در 2026-06-17 از https://scholargate.app/fa/compare