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Prostorno dvostruko robusna procjena×Uteživanje inverznom vjerojatnošću tretmana (IPW / IPTW)×
PodručjeUzročno zaključivanjeUzročno zaključivanje
ObiteljRegression modelRegression model
Godina nastanka2010s–2020s2000
TvoracExtension of Robins, Rotnitzky & Zhao (1994) doubly robust framework to spatial settings; developed in spatial epidemiology and econometrics literatureRobins, Hernán & Brumback
VrstaSemiparametric causal estimatorCausal inference weighting estimator
Temeljni izvorPapadogeorgou, G., Mealli, F., & Zigler, C. M. (2019). Causal inference with interfering units for cluster and population level treatment allocation programs. Biometrics, 75(3), 778-787. DOI ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Drugi naziviSpatial DR, Spatial AIPW, Spatial augmented IPW, Doubly robust spatial causal estimationIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Srodne55
SažetakSpatial doubly robust estimation is a semiparametric causal inference method that combines propensity score weighting with outcome regression modeling — providing protection against misspecification of either component — while explicitly accounting for spatial autocorrelation among units. It extends the classical augmented inverse probability weighting (AIPW) estimator to settings where treatment assignment and outcomes are geographically clustered or spatially dependent.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
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ScholarGateUsporedite metode: Spatial Doubly Robust Estimation · Inverse Probability Weighting. Preuzeto 2026-06-18 s https://scholargate.app/hr/compare