Integrating Explainable AI and Federated Learning into Legacy Enterprise Systems: A Framework for Responsible Modernization
Abstract
Enterprises across financial services, healthcare, and manufacturing sectors face critical challengesintegrating artificial intelligence systems into legacy operational platforms, confronting dual barriers ofalgorithmic opacity and data sovereignty constraints. This research presents a comprehensive five-stage framework systematically incorporating Explainable
Fields of Study & Subjects
Explainable Artificial Intelligence (XAI)
Privacy-Preserving Technologies in Data
Ethics and Social Impacts of AI
Publication details
- Journal / source
- Journal of Computational Analysis and Applications
- Publication date
- 16 January 2026