Deep neural networks and transfer learning on a multivariate physiological signal dataset

• Main Authors: Bizzego, Andrea, Gabrieli, Giulio, Esposito, Gianluca
• Other Authors: School of Social Sciences
• Format: Article
• Language: English
• Published: 2021
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Science::Biological sciences::Human anatomy and physiology; Machine Learning; Neural Networks
• Online Access: https://hdl.handle.net/10356/146826; https://doi.org/10.21979/N9/42BBFA; https://doi.org/10.21979/N9/O9ADTR; https://doi.org/10.21979/N9/YCDXNE
• Institution: Nanyang Technological University

While Deep Neural Networks (DNNs) and Transfer Learning (TL) have greatly contributed to several medical and clinical disciplines, the application to multivariate physiological datasets is still limited. Current examples mainly focus on one physiological signal and can only utilise applications that...