Identifying psychiatric manifestations in schizophrenia and depression from audio-visual behavioural indicators through a machine-learning approach

• Main Authors: Xu, Shihao, Yang, Zixu, Chakraborty, Debsubhra, Chua, Victoria Yi Han, Tolomeo, Serenella, Winkler, Stefan, Birnbaum, Michel, Tan, Bhing-Leet, Lee, Jimmy, Dauwels, Justin
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Science::Medicine; Engineering::Electrical and electronic engineering; Cognitive Defect; Schizophrenia
• Online Access: https://hdl.handle.net/10356/164579
• Institution: Nanyang Technological University

Schizophrenia (SCZ) and depression (MDD) are two chronic mental disorders that seriously affect the quality of life of millions of people worldwide. We aim to develop machine-learning methods with objective linguistic, speech, facial, and motor behavioral cues to reliably predict the severity of psy...