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Bộ ước lượng khớp không gian×Ghép Chính xác Tinh chỉnh (CEM)×
Lĩnh vựcSuy luận nhân quảSuy luận nhân quả
HọRegression modelRegression model
Năm ra đời2000s–2010s2011-2012
Người khởi xướngExtension of Abadie & Imbens (2006) matching estimator to spatial settings; geographic applications developed in urban/environmental econometrics literatureIacus, King, & Porro
LoạiQuasi-experimental causal inferenceMatching / causal inference
Công trình gốcAbadie, A., & Imbens, G. W. (2006). Large Sample Properties of Matching Estimators for Average Treatment Effects. Econometrica, 74(1), 235-267. DOI ↗Iacus, S. M., King, G., & Porro, G. (2012). Causal Inference without Balance Checking: Coarsened Exact Matching. Political Analysis, 20(1), 1-24. DOI ↗
Tên gọi khácgeographic matching estimator, spatial nearest-neighbor matching, location-based matching estimator, spatially-weighted matchingCEM, coarsened matching, monotonic imbalance bounding matching
Liên quan66
Tóm tắtThe Spatial Matching Estimator estimates causal treatment effects by pairing each treated geographic unit with one or more similar untreated units nearby, exploiting the assumption that units close in space share similar unobserved characteristics. By restricting matches to a geographic neighbourhood or weighting by spatial proximity, the method controls for location-specific confounders that standard matching ignores.Coarsened Exact Matching is a preprocessing method that achieves covariate balance by temporarily coarsening continuous variables into bins, exactly matching treated and control units within those bins, and then discarding all unmatched units. Introduced by Iacus, King, and Porro (2011, 2012), it bounds imbalance on each covariate independently, yielding a matched sample on which any estimator can be applied without relying on a propensity score model.
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ScholarGateSo sánh phương pháp: Spatial Matching Estimator · Coarsened Exact Matching. Truy cập ngày 2026-06-19 từ https://scholargate.app/vi/compare