ScholarGate
Assistent

Võrdle meetodeid

Vaata valitud meetodeid kõrvuti; erinevad read on esile tõstetud.

Ruumi kaksikindlalt robustne estimatsioon×Geograafiliselt Kaalutud Regressioon (GWR)×
ValdkondPõhjuslik järeldamineRuumianalüüs
PerekondRegression modelRegression model
Tekkeaasta2010s–2020s2002
LoojaExtension of Robins, Rotnitzky & Zhao (1994) doubly robust framework to spatial settings; developed in spatial epidemiology and econometrics literatureFotheringham, Brunsdon & Charlton
TüüpSemiparametric causal estimatorLocal spatial regression
AlgallikasPapadogeorgou, 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 ↗Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Wiley. ISBN: 978-0471496168
RööpnimetusedSpatial DR, Spatial AIPW, Spatial augmented IPW, Doubly robust spatial causal estimationGWR, local regression, spatially varying coefficient regression, Coğrafi Ağırlıklı Regresyon (GWR)
Seotud55
KokkuvõteSpatial 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.Geographically Weighted Regression is a local regression method, introduced by Fotheringham, Brunsdon and Charlton (2002), that allows the regression coefficients to vary across space. Instead of one global equation, it fits a separate set of coefficients at every location, capturing spatial heterogeneity in the relationships.
ScholarGateAndmestik
  1. v1
  2. 2 Allikad
  3. PUBLISHED
  1. v1
  2. 1 Allikad
  3. PUBLISHED

Mine otsingusse Laadi slaidid alla

ScholarGateVõrdle meetodeid: Spatial Doubly Robust Estimation · Geographically Weighted Regression. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare