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On the notion of ‘bandwidth’ in geographically weighted regression models of spatially varying processes

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Abstract Models designed to capture spatially varying processes are now employed extensively in the social and environmental sciences. The main strength of such models is their ability to represent relationships… Click to show full abstract

Abstract Models designed to capture spatially varying processes are now employed extensively in the social and environmental sciences. The main strength of such models is their ability to represent relationships that vary across locations through locally varying parameter estimates. However, local models of spatial processes also provide information on the nature of these spatially varying relationships through the estimation of a ‘bandwidth’ parameter. This paper examines bandwidth at a conceptual, operational and empirical level within the framework of geographically weighted regression, one of the more frequently employed local spatial models. We outline how bandwidth relates to three characteristics of spatial processes: variation, dependence and strength.

Keywords: notion bandwidth; geographically weighted; weighted regression; varying processes; spatially varying

Journal Title: International Journal of Geographical Information Science
Year Published: 2022

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