crossrefMachine Learning and Knowledge Extraction2026-01-19
COVAS: Highlighting the Importance of Outliers in Classification Through Explainable AI
Sebastian Roth, Adrien Cerrito, Samuel Orth, Ulrich Hartmann, Daniel Friemert
Understanding the decision-making behavior of machine learning models is essential in domains where individual predictions matter, such as medical diagnosis or sports analytics. While explainable artificial intelligence (XAI) methods such as SHAP provide instance-level feature at…