S.Scherer, L.-P. Morency, J. Gratch, and J. Pestian. Reduced Vowel Space is a Robust Indicator of Psychological Distress: A Cross-Corpus Analysis. In Proceedings of the 40th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2015
Psychological Distress is a group of overlapping mental disorders which include depression, anxiety, and Post Traumatic Stress Disorder (PTSD). While depressed individuals often lose interest in activities and feel sad or overwhelmed, PTSD is mainly characterized by flashbacks to traumatic events.
We evaluated behaviors of a large group of individuals in interviews with a virtual human. In these interviews, people answered questions related to symptoms of depression and PTSD. During these interactions, we observed more downwards gaze behavior for self-reported depression, a more tense voice for self-reported PTSD and self-reported depression, and less smile intensity for self-reported PTSD. Currently, we focus on automatically estimating behavioral markers which are typically measured by therapists and clinicians.