Comparing hedonic and machine learning models in residential property valuation: evidence from sub-market analysis in Italy
This study aims to compare the predictive performance, robustness and interpretability of traditional hedonic regression and machine learning (ML) models in residential property valuation. While regression-based approaches estimate marginal prices directly, they may be limited in capturing non-linearities and multi...