Z. Yu, S. Scherer, D. Devault, J. Gratch, G. Stratou, L.-P. Morency and J. Cassell. Multimodal Prediction of Psychological Disorders: Learning Verbal and Nonverbal Commonalities in Adjacency Pairs. Workshop on the Semantics and Pragmatics of Dialogue (SemDial), 2013
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.