Fuad Mahmud

A Multi-Input Neural Network for Early Detection of Neurological Disordersfrom Vocal and Sleep Data

A multi-input deep neural network that integrates vocal biomarkers and clinical sleep-related features to improve diagnostic accuracy and demonstrates consistent improvements over early and late fusion strategies, demonstrating the benefit of modality-specific representation learning.