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Methoden vergelijken

Bekijk de geselecteerde methoden naast elkaar; rijen die verschillen zijn gemarkeerd.

Ruimtelijke Inverse Waarschijnlijkheids Weging (Ruimtelijke IPW)×Geografisch Gewogen Regressie (GWR)×
VakgebiedCausale inferentieRuimtelijke analyse
FamilieRegression modelRegression model
Jaar van ontstaan2010s2002
GrondleggerExtension of Rosenbaum & Rubin (1983) IPW to spatial settings; formal treatment by Papadogeorgou et al. (2019)Fotheringham, Brunsdon & Charlton
TypeQuasi-experimental / causal inferenceLocal spatial regression
Oorspronkelijke bronHirano, K., Imbens, G. W., & Ridder, G. (2003). Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score. Econometrica, 71(4), 1161-1189. DOI ↗Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Wiley. ISBN: 978-0471496168
AliassenSpatial IPW, Geographic IPW, Spatially-weighted IPW, SIPWGWR, local regression, spatially varying coefficient regression, Coğrafi Ağırlıklı Regresyon (GWR)
Verwant65
SamenvattingSpatial 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.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.
ScholarGateGegevensset
  1. v1
  2. 2 Bronnen
  3. PUBLISHED
  1. v1
  2. 1 Bronnen
  3. PUBLISHED

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ScholarGateMethoden vergelijken: Spatial Inverse Probability Weighting · Geographically Weighted Regression. Geraadpleegd op 2026-06-18 via https://scholargate.app/nl/compare