Federated Deep Learning for the Diagnosis of Cerebellar Ataxia: Privacy Preservation and Auto-Crafted Feature Extractor

• Main Authors: Thang Ngo (Author), Dinh C. Nguyen (Author), Pubudu N. Pathirana (Author), Louise A. Corben (Author), Martin B. Delatycki (Author), Malcolm Horne (Author), David J. Szmulewicz (Author), Melissa Roberts (Author)
• Format: Book
• Published: IEEE, 2022-01-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Cerebellar ataxia (CA) is concerned with the incoordination of movement caused by cerebellar dysfunction. Movements of the eyes, speech, trunk, and limbs are affected. Conventional machine learning approaches utilizing centralised databases have been used to objectively diagnose and quantify the sev...