Evaluating the Privacy Exposure of Interpretable Global Explainers

• Published in: 2022 IEEE 4th International Conference on Cognitive Machine Intelligence (CogMI) pp. 13 - 19
• Main Authors: Naretto, Francesca, Monreale, Anna, Giannotti, Fosca
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.12.2022
• Subjects: Closed box; Cognition; Context modeling; Data privacy; Explainable AI; Global Explainers; Machine intelligence; Machine learning; Privacy

In recent years we are witnessing the diffusion of AI systems based on powerful Machine Learning models which find application in many critical contexts such as medicine, financial market and credit scoring. In such a context it is particularly important to design Trustworthy AI systems while guaran...