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Regresia Geografică Ponderată Multiscalară (MGWR)×Regresie Spațială Locală×
DomeniuAnaliză spațialăAnaliză spațială
FamilieRegression modelRegression model
Anul apariției20171996
Autorul originalA. Stewart Fotheringham, Wei Yang, and Wei KangBrunsdon, Fotheringham & Charlton
TipLocal spatial regressionSpatially varying coefficient regression
Sursa seminalăFotheringham, A. S., Yang, W., & Kang, W. (2017). Multiscale geographically weighted regression (MGWR). Annals of the American Association of Geographers, 107(6), 1247-1265. DOI ↗Fotheringham, A. S., Brunsdon, C., & Charlton, M. (2002). Geographically Weighted Regression: The Analysis of Spatially Varying Relationships. Wiley. ISBN: 978-0471496168
Denumiri alternativeMGWR, multiscale GWR, multi-scale geographically weighted regression, variable-bandwidth GWRlocally weighted spatial regression, spatially varying coefficient model, local spatial model, place-based regression
Înrudite56
RezumatMultiscale Geographically Weighted Regression (MGWR) is a local spatial regression framework that relaxes the single-bandwidth constraint of standard GWR by allowing each predictor to operate at its own spatial scale. Each coefficient surface is calibrated with its own bandwidth, enabling the model to distinguish drivers that vary slowly across space from those that vary sharply.Local Spatial Regression fits a separate regression model at each location in a study area, allowing regression coefficients to vary continuously across space. Rather than forcing one global slope on all observations, it reveals where and how the relationship between predictors and an outcome changes geographically — producing a map of coefficients rather than a single number.
ScholarGateSet de date
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  2. 2 Surse
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  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Multiscale Geographically Weighted Regression · Local Spatial Regression. Preluat la 2026-06-18 de pe https://scholargate.app/ro/compare