Multivariate Adaptive Regression Spline (MARS) is a simple and powerful non-parametric technique that automatizes the selection of non-linear terms in regression models. Non-linearities and spatial effects are natural characteristics in numerous spatial hedonic pricing models. In this paper, we...

This research applies Geographically Weighted Regression (GWR) to investigate how different types of urban open space and their spatial configurations are valued by residential property owners. To reflect residential property owners' perception of neighborhood and spatially heterogeneous...