Figure 19

Partial dependence plot (left) and scatter plot between the LIME weights and the daily noise in decibels (right) for the best performing LGBM model with the noise radius set to 50 meters in area C. The left plot demonstrates how price changes with relation to the noise. In the right plot, a positive weight indicates that an increase in the feature value leads to a higher prediction (high property price). A negative weight implies that an increase in the feature value leads to a lower prediction (low property price)