Partial Dependence Plots

Choosing Between LIME, SHAP, Permutation Importance, and Partial Dependence Plots: A Practical Comparison

Choosing the right XAI method hinges on whether you need to explain individual predictions or the model's overall behavior. This comparison details LIME, SHAP, Permutation Importance, and Partial Dependence Plots, highlighting their trade-offs in scope, cost, and explanation type.