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Analisis Sensitivitas untuk Bias Tersembunyi (Batas Rosenbaum / Nilai-E)×Uji Plasebo untuk Inferensi Kausal×
BidangInferensi KausalInferensi Kausal
KeluargaRegression modelRegression model
Tahun asal20022010
PencetusPaul R. Rosenbaum (bounds); Tyler J. VanderWeele & Peng Ding (E-value)Abadie, Diamond & Hainmueller (synthetic control placebos); Imbens & Lemieux (RDD validity)
TipeSensitivity analysis for causal inferenceFalsification / robustness test family for causal inference
Sumber perintisRosenbaum, P. R. (2002). Observational Studies (2nd ed.). Springer. ISBN: 978-0387989679Abadie, 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 ↗
AliasRosenbaum bounds, E-value, hidden bias sensitivity analysis, unmeasured confounding sensitivityfalsification tests, placebo checks, refutation tests, Plasebo Testleri — Nedensel Çıkarım Doğrulama
Terkait55
RingkasanSensitivity analysis for hidden bias is a family of methods that quantify how strongly an unmeasured confounder would have to operate before it could overturn a causal conclusion drawn from observational data. It was crystallised by Paul Rosenbaum's sensitivity bounds (2002) and extended by VanderWeele and Ding's E-value (2017).Placebo tests are a family of falsification checks that probe the credibility of a causal claim by re-running the analysis on a fake treatment, a false intervention date, or an outcome that should not have been affected. The approach was popularised through the synthetic control work of Abadie, Diamond and Hainmueller (2010) and the regression-discontinuity validity checks of Imbens and Lemieux (2008).
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ScholarGateBandingkan metode: Sensitivity Analysis for Unmeasured Confounding · Placebo Tests. Diakses 2026-06-18 dari https://scholargate.app/id/compare