Fig. 3: The relationship between XGBoost model performance and feature dimensionality.

Here, the x-axis denotes the number of features retained according to the maximal MI criterion, while the y-axis displays the ten-fold cross-validation R² achieved by the XGBoost model at each corresponding dimensionality.