High-dimensional data analysis has been an active area, and the main focus areas have been variable selection and dimension reduction. In practice, it occurs often that the variables are located on an ...

We consider an independence feature screening technique for identifying explanatory variables that locally contribute to the response variable in highdimensional regression analysis. Without requiring ...

Geographically weighted regression (GWR) is a spatial statistical technique that extends conventional regression analysis by allowing relationships between variables to vary across space. Instead of ...