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Entropijas balansēšana politikas novērtēšanai×Sintētiskās kontroles metode (SCM)×
NozareCēloņsakarību secināšanaCēloņsakarību secināšana
SaimeRegression modelRegression model
Izcelsmes gads20122003–2010
AutorsJens HainmuellerAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
TipsPreprocessing / reweighting estimatorQuasi-experimental causal inference
PirmavotsHainmueller, J. (2012). Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies. Political Analysis, 20(1), 25-46. 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 ↗
Citi nosaukumiEntropy Balancing, EB Weighting, Maximum-Entropy Reweighting, Hainmueller BalancingSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Saistītās44
KopsavilkumsEntropy balancing is a maximum-entropy reweighting method that assigns weights to control-group units so that their weighted covariate moments exactly match those of the treated group. Introduced by Hainmueller (2012), it provides exact balance on specified moments without iterative propensity-score trimming, making it a powerful preprocessing tool for causal policy evaluation in observational studies.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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ScholarGateSalīdzināt metodes: Policy Evaluation Entropy Balancing · Synthetic Control Method. Izgūts 2026-06-18 no https://scholargate.app/lv/compare