Quantifying Visual Properties of GAM Shape Plots: Impact on Perceived Cognitive Load and Interpretability

Sven Kruschel, Lasse Bohlen, Julian Rosenberger +2

Generalized Additive Models (GAMs) offer a balance between performance and interpretability in machine learning. The interpretability aspect of GAMs is expressed through shape plot…