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Prostorové vážení inverzní pravděpodobností (Spatial IPW)×Vážená inverzní pravděpodobnost léčby (IPW / IPTW)×
OborKauzální inferenceKauzální inference
RodinaRegression modelRegression model
Rok vzniku2010s2000
TvůrceExtension of Rosenbaum & Rubin (1983) IPW to spatial settings; formal treatment by Papadogeorgou et al. (2019)Robins, Hernán & Brumback
TypQuasi-experimental / causal inferenceCausal inference weighting estimator
Původní zdrojHirano, K., Imbens, G. W., & Ridder, G. (2003). Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score. Econometrica, 71(4), 1161-1189. DOI ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Další názvySpatial IPW, Geographic IPW, Spatially-weighted IPW, SIPWIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Příbuzné65
ShrnutíSpatial Inverse Probability Weighting extends the classical IPW estimator to settings where units are geo-referenced and spatial location is a confounding dimension. By incorporating geographic coordinates or spatial proximity into the propensity score model, it reweights the observed sample so that treatment and control groups are balanced not only on measured covariates but also on spatial structure, enabling credible causal inference from spatially indexed observational data.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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ScholarGatePorovnat metody: Spatial Inverse Probability Weighting · Inverse Probability Weighting. Získáno 2026-06-18 z https://scholargate.app/cs/compare