Bayesian Networks for the robust and unbiased prediction of depression and its symptoms utilizing speech and multimodal data

no code implementations • 9 Nov 2022 • Salvatore Fara, Orlaith Hickey, Alexandra Georgescu, Stefano Goria, Emilia Molimpakis, NIcholas Cummins

Predicting the presence of major depressive disorder (MDD) using behavioural and cognitive signals is a highly non-trivial task.

Speech and the n-Back task as a lens into depression. How combining both may allow us to isolate different core symptoms of depression

no code implementations • 30 Mar 2022 • Salvatore Fara, Stefano Goria, Emilia Molimpakis, NIcholas Cummins

Finally, we present a set of experiments that highlight the association between different speech and n-Back markers at the PHQ-8 item level.