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Linganisha mbinu

Pitia mbinu ulizochagua bega kwa bega; safu zinazotofautiana zinaangaziwa.

Uzito wa Alama ya Kuandikisha ya Kimaeneo×Uzito wa Kinyume wa Uwezekano wa Matibabu (IPW / IPTW)×
NyanjaUhitimisho wa KisababishiUhitimisho wa Kisababishi
FamiliaRegression modelRegression model
Mwaka wa asili2000s–2010s2000
MwanzilishiExtended from Hirano, Imbens & Ridder (2003) IPTW with spatial adaptations by Keele, Titiunik and others in geographically structured causal designsRobins, Hernán & Brumback
AinaQuasi-experimental / causal inferenceCausal inference weighting estimator
Chanzo asiliaKeele, L., & Titiunik, R. (2015). Geographic Boundaries as Regression Discontinuities. Political Analysis, 23(1), 127-155. DOI ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
Majina mbadalaspatial PSW, geographically weighted propensity score weighting, spatial IPTW, spatially adjusted inverse probability weightingIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Zinazohusiana65
MuhtasariSpatial propensity score weighting extends inverse probability of treatment weighting (IPTW) to settings where units are geographically located and treatment assignment may depend on spatial factors such as location, neighborhood characteristics, or spatial clustering. By incorporating spatial covariates into the propensity score model and adjusting standard errors for spatial autocorrelation, it produces more credible causal estimates from observational geographic 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.
ScholarGateSeti ya data
  1. v1
  2. 2 Vyanzo
  3. PUBLISHED
  1. v1
  2. 2 Vyanzo
  3. PUBLISHED

Nenda kwenye utafutaji Pakua slaidi

ScholarGateLinganisha mbinu: Spatial Propensity Score Weighting · Inverse Probability Weighting. Imepatikana 2026-06-18 kutoka https://scholargate.app/sw/compare