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Titolo
GeoWeightedModel : An R-Shiny package for Geographically Weighted Models
Autor(es)
Soggetto
Geographically weighted
Geographically weighted analysis
Spatial heterogeneity
Geographically weighted regression
Geographically weighted principal component analysis
Discriminant geographically weighted analysis
Clasificación UNESCO
1209 Estadística
Fecha de publicación
2022
Resumen
[EN]This paper describes GeoWeightedModel, a R package, which provides a graphical user friendly web application to perform techniques from a subarea of spatial Statistics known as Geographically Weighted (GW) models, such as Geographically Weighted Regression (GWR) and its extensions: Robust GWR, Generalized GWR, Heteroskedastic GWR, Mixed GWR, and “Scalable GWR), Geographically Weighted Principal Component Analysis, and Geographically Weighted Discriminant analysis. It also allows calculating a basic and robust Geographically weighted summary. The main goal of GeoWeightedModel package was to make the workflow easier to use, especially for those who are not familiar with the R environment. With GeoWeightedModel, analyses can be performed interactively (point-and-click way) in a web browser, making the applications easier for many more researchers. In addition with this tool, the results of the analyses can be mapped providing a valuable tool for exploring the spatial heterogeneity of the data.
URI
ISSN
2352-7110
Versión del editor
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