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Krahasoni metodat

Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.

Pesha Inverse Probabilitare Hapësinore (Spatial IPW)×Regresioni Gjeografikisht i Peshuar (GWR)×
FushaInferenca kauzaleAnaliza hapësinore
FamiljaRegression modelRegression model
Viti i origjinës2010s2002
KrijuesiExtension of Rosenbaum & Rubin (1983) IPW to spatial settings; formal treatment by Papadogeorgou et al. (2019)Fotheringham, Brunsdon & Charlton
LlojiQuasi-experimental / causal inferenceLocal spatial regression
Burimi themeluesHirano, 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
Emërtime të tjeraSpatial IPW, Geographic IPW, Spatially-weighted IPW, SIPWGWR, local regression, spatially varying coefficient regression, Coğrafi Ağırlıklı Regresyon (GWR)
Të lidhura65
PërmbledhjaSpatial 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.
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  2. 2 Burimet
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  1. v1
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  3. PUBLISHED

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ScholarGateKrahasoni metodat: Spatial Inverse Probability Weighting · Geographically Weighted Regression. Marrë më 2026-06-19 nga https://scholargate.app/sq/compare