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Metode Kontrol Sintetis Bayesian×Metode Kontrol Sintetis (SCM)×
BidangInferensi KausalInferensi Kausal
KeluargaRegression modelRegression model
Tahun asal2015 (Bayesian formulation); 2003 (original SCM by Abadie & Gardeazabal)2003–2010
PencetusBrodersen, Gallusser, Koehler, Remy & Scott; building on Abadie, Diamond & HainmuellerAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
TipeBayesian causal inference / synthetic controlQuasi-experimental causal inference
Sumber perintisBrodersen, 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 ↗
AliasBayesian SCM, Bayesian synthetic controls, probabilistic synthetic control, Bayesian SCSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Terkait54
RingkasanThe 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.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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ScholarGateBandingkan metode: Bayesian Synthetic Control Method · Synthetic Control Method. Diakses 2026-06-17 dari https://scholargate.app/id/compare