Geographically weighted regression (GWR), was used here for spatial interpolation of two selected cases of the urban heat island measured in Wroclaw (SW Poland). The GWR algorithm was extended with spatial interpolation of the local regression residuals (GWRK). It was shown that the GWRK outperforms GWR, as well as other widely used interpolation procedures, including multiple regression models and residual kriging.