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Bobot Skor Propensitas yang Kuat×Analisis Sensitivitas untuk Kausalitas×
BidangInferensi KausalInferensi Kausal
KeluargaRegression modelRegression model
Tahun asal1994–20191983–2002
PencetusRobins, Rotnitzky, & Zhao (foundational augmented IPW); Zhao, Small, & Bhattacharya (sensitivity-robust IPW)Paul R. Rosenbaum (hidden-bias framework); extended by Cinelli & Hazlett (omitted-variable approach)
TipeRobust causal weighting estimatorDiagnostic / robustness check
Sumber perintisRobins, J. M., Rotnitzky, A., & Zhao, L. P. (1994). Estimation of regression coefficients when some regressors are not always observed. Journal of the American Statistical Association, 89(427), 846-866. DOI ↗Rosenbaum, P. R. (2002). Observational Studies (2nd ed.). Springer. ISBN: 978-0387989679
Aliasrobust PSW, robust IPW, robustness-augmented propensity score weighting, misspecification-robust weightingsensitivity analysis, hidden-bias sensitivity analysis, Rosenbaum sensitivity analysis, omitted-variable sensitivity
Terkait64
RingkasanRobust Propensity Score Weighting extends standard inverse probability weighting by incorporating safeguards against misspecification of the propensity score model and extreme weights. It combines techniques such as weight trimming, overlap weighting, or augmented outcome models to ensure that causal effect estimates remain reliable even when the propensity score model is imperfectly specified.Sensitivity analysis for causality assesses how robust a causal conclusion is to unobserved confounding. Rather than assuming all confounders are controlled, it asks: how strong would an unmeasured variable need to be to overturn the estimated effect? It is an indispensable robustness check after any quasi-experimental or observational causal analysis.
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ScholarGateBandingkan metode: Robust Propensity Score Weighting · Sensitivity Analysis for Causality. Diakses 2026-06-18 dari https://scholargate.app/id/compare