The Potential of smartphones voice recordings to monitor depression severity
Dr. Nicholas Cummins

Detecting Anxiety and Depression from Phone Conversations using x-vectors
Namhee Kwon, Shahruk Hossain, Nate Blaylock, Henry O’Connell, Naomi Hachen, Joseph Gwin

Automatic detection of short-term sleepiness state. Sequence-to-Sequence modelling with global attention mechanism.
Edward L. Campbell, Laura Docío-Fernandez, Carmen García-Mateo, Andre Wittenborn, Jarek Krajewski, Nicholas Cummins

Exploring the correspondence between singers' gestures and melody with deep learning
Dr. Preeti Rao

Mental Health Monitoring from Speech and Language
Irune Zubiaga, Ignacio Menchaca, Mikel de Velasco, Raquel Justo

Multi-task learning from Unlabelled Data to Improve Cross Language Speech Emotion Recognition
Hafiz Shehbaz Ali, Siddique Latif