On the Stability of SHAP Explanations with Incremental User Data: A Case Study in AI-Powered Fitness Apps
Abstract—Abstract—Explainable AI methods such as SHAP,which is a tool for generating Shapley Additive explanations are widely used in health and fitness applications to give reasons for predictions , but their reliability is usually studied on static datasets. Most fitness apps collect user data incrementally, leading...