Investigating Features Interaction with ALE
Investigating the nature of interaction between two features and its effect on a model’s prediction might provide insightful knowledge about both the data and the model. As explained in Features-Interaction, interactions captured the residual effect on a model's prediction of two feature (or more) feature values, after considering the individual effect. The interaction strength can be conveniently displayed on a graph where the axis corresponds to the features values. The int