Chapter 10 — Interpretability and Explainable AI

Advanced Business Analytics

Prof. Xuhu Wan

What’s in this chapter

4 sections, each ~15-20 minutes:

1. Interpretability Spectrum — PFI, PDP, ICE
2. SHAP, TreeSHAP, and Interaction Values
3. LIME, Anchors, and Counterfactual Explanations
4. Calibration, Fairness, and Stakeholder Communication