Event Paper: GIRO 2022: D5 Understanding AI - eXplainable AI (XAI) techniques in practice
Agenda
1. ICE – Individual Conditional Expectation
2. PDP – Partial Dependence Plot
3. ALE – Accumulated Local Effects
4. XAI in
5. SHAP – Shapley Values
5.1. Adapting Shapley values to XAI
5.2. Observation level explanation
5.3. Variable level explanation
5.4. Model level explanation
5.5 SHAP in R