ScholarGate
Assistant

Comparer des méthodes

Examinez les méthodes sélectionnées côte à côte ; les lignes qui diffèrent sont mises en évidence.

Équilibrage entropique spatial×Pondération par score de propension (PSP / IPW)×
DomaineInférence causaleInférence causale
FamilleRegression modelRegression model
Année d'origine2010s1983 (propensity score); 2003 (efficient IPW estimator)
Auteur d'origineExtension of Hainmueller (2012) entropy balancing to spatial settings; spatial adaptations developed in geographic epidemiology and spatial econometrics literatureRosenbaum & Rubin (propensity score); Hirano, Imbens & Ridder (efficient weighting)
TypeQuasi-experimental reweightingCausal inference / reweighting
Source fondatriceHainmueller, J. (2012). Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies. Political Analysis, 20(1), 25-46. DOI ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41-55. DOI ↗
Aliasspatial EB, geographically-weighted entropy balancing, spatial reweightingPSW, inverse probability weighting, IPW, propensity-based weighting
Apparentées66
RésuméSpatial entropy balancing extends standard entropy balancing to observational settings where units are embedded in geographic space, incorporating spatial structure into the reweighting process so that balance is achieved while respecting spatial proximity, clustering, or spillover dependencies between units.Propensity score weighting is a causal-inference method that reweights observations so that the covariate distributions of treated and untreated units look exchangeable, enabling unbiased estimation of average treatment effects from observational data. Each unit receives a weight that is the inverse of its probability of receiving the treatment it actually received — a strategy formalised by Rosenbaum and Rubin (1983) and given its efficient semiparametric form by Hirano, Imbens and Ridder (2003).
ScholarGateJeu de données
  1. v1
  2. 2 Sources
  3. PUBLISHED
  1. v1
  2. 2 Sources
  3. PUBLISHED

Aller à la recherche Télécharger les diapositives

ScholarGateComparer des méthodes: Spatial Entropy Balancing · Propensity Score Weighting. Consulté le 2026-06-18 sur https://scholargate.app/fr/compare