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Metoda sintetičke kontrole (SCM)×Analiza uzročnog uticaja×
OblastKauzalno zaključivanjeKauzalno zaključivanje
PorodicaRegression modelRegression model
Godina nastanka2003–20102015
TvoracAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)Kay H. Brodersen, Fabian Gallusser, Jim Koehler, Nicolas Remy, Steven L. Scott (Google)
TipQuasi-experimental causal inferenceBayesian causal inference / counterfactual forecasting
Temeljni izvorAbadie, 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 ↗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 ↗
Drugi naziviSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller methodCausalImpact, BSTS causal inference, Bayesian causal impact, counterfactual time-series analysis
Srodne45
SažetakThe 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.Causal Impact Analysis, introduced by Brodersen et al. (2015) at Google, uses Bayesian structural time-series models to estimate what would have happened to an outcome had an intervention never occurred. By constructing a probabilistic counterfactual from pre-treatment data and control covariates, it quantifies point-in-time and cumulative treatment effects with full posterior uncertainty intervals.
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ScholarGateUporedite metode: Synthetic Control Method · Causal Impact Analysis. Preuzeto 2026-06-17 sa https://scholargate.app/sr/compare