Syed Riyazul Haq

Adaptive federated learning with differential privacy for multi-class respiratory disease recognition from lung sound recordings

Blation studies confirm that federated hybrid learning with AFA and SMOTE outperforms standalone SVM, standalone KNN, and centralized hybrid baselines for all evaluation metrics, proving the clinical viability of the proposed framework for distributed hospital networks and telemedicine platforms.