Mastering geographically weighted regression: key considerations for building a robust model

Published: 29 February 2024
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Geographically weighted regression (GWR) takes a prominent role in spatial regression analysis, providing a nuanced perspective on the intricate interplay of variables within geographical landscapes (Brunsdon et al., 1998). However, it is essential to have a strong rationale for employing GWR, either as an addition to, or a complementary analysis alongside, non-spatial (global) regression models (Kiani, Mamiya et al., 2023). Moreover, the proper selection of bandwidth, weighting function or kernel types, and variable choices constitute the most critical configurations in GWR analysis (Wheeler, 2021). [...]



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Anselin L, Li X, Koschinsky J, 2022. GeoDa, from the desktop to an ecosystem for exploring spatial data. Geogr Anal 54:439-466. DOI:
Bivand R, Yu D, Nakaya T, Garcia-Lopez M.-A, Bivand M.R, 2017. Package ‘spgwr’. R software package.
Brunsdon C, Fotheringham S, Charlton M, 1998. Geographically Weighted Regression. J R Stat Soc: Series D (The Statistician) 47:431-43. DOI:
Firouraghi N, Bergquist R, Fatima M, Mohammadi A, Hamer DH, Shirzadi MN, Kiani B, 2023. High-risk spatiotemporal patterns of cutaneous leishmaniasis: a nationwide study in Iran from 2011 to 2020. Infect Dis Poverty 12:49. DOI:
Guo L, Ma Z, Zhang L, 2008. Comparison of bandwidth selection in application of geographically weighted regression: a case study. Can J For Res 38:2526-34. DOI:
Kiani B, Fatima M, Amin N.H, Hesami A, 2023. Comparing geospatial clustering methods to study spatial patterns of lung cancer rates in urban areas: A case study in Mashhad, Iran. GeoJournal 88:1659-69. DOI:
Kiani B, Mamiya H, Thierry B, Firth C, Fuller D, Winters M, Kestens Y. 2023. The temporal sequence between gentrification and cycling infrastructure expansions in Montreal, Canada. Habitat Int 139:102899. DOI:
Kiani B, Thierry B, Fuller D, Firth C, Winters M, Kestens Y. 2023. Gentrification, neighborhood socioeconomic factors and urban vegetation inequities: A study of greenspace and tree canopy increases in Montreal, Canada. Landsc. Urban Plan. 240:104871. DOI:
Mohammadi A, Bergquist R, Fathi G, Pishgar E, de Melo SN, Sharifi A, Kiani B, 2022. Homicide rates are spatially associated with built environment and socio-economic factors: a study in the neighbourhoods of Toronto, Canada. BMC Public Health 22:1482. DOI:
Mohammadi A, Pishgar E, Fatima M, Lotfata A, Fanni Z, Bergquist R, Kiani B, 2023. The COVID-19 Mortality Rate Is Associated with Illiteracy, Age, and Air Pollution in Urban Neighborhoods: A Spatiotemporal Cross-Sectional Analysis. Trop Med Infect 8:85. DOI:
Rey SJ, Anselin L, Amaral P, Arribas‐Bel D, Cortes R.X, Gaboardi J.D, Kang W, Knaap E, Li Z, Lumnitz S, Oshan T, Shao H, Wolf L.J. 2022. The PySAL ecosystem: Philosophy and implementation. Geogr Anal 54:467-87. DOI:
Scott LM, Janikas MV. 2009. Spatial statistics in ArcGIS. Handbook of applied spatial analysis: Software tools, methods and applications, Springer, pp. 27-41. DOI:
Soroori E, Kiani B, Ghasemi S, Mohammadi A, Shabanikiya H, Bergquist R, Kiani F, Tabatabaei-Jafari H. 2023. Spatial Association between urban neighbourhood characteristics ‎‎and ‎‎‎child pedestrian–motor vehicle collision‎s. Appl Spat Anal Policy 16:1443-62. DOI:
Wheeler D.C. 2021. Geographically weighted regression. Handbook of regional science, Springer: 1895-921. DOI:

How to Cite

Kiani, B., Sartorius, B., Lau, C. L., & Bergquist, R. (2024). Mastering geographically weighted regression: key considerations for building a robust model. Geospatial Health, 19(1).

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