Deep multi-task learning for depression detection and prediction in longitudinal data

• Main Authors: PANG, Guansong, PHAM, Ngoc Thien Anh, BAKER, Emma, BENTLEY, Rebecca, HENGEL, Anton Van Den
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Artificial Intelligence and Robotics; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/7024; https://ink.library.smu.edu.sg/context/sis_research/article/8027/viewcontent/2012.02950.pdf
• Institution: Singapore Management University

Depression is among the most prevalent mental disorders, affecting millions of people of all ages globally. Machine learning techniques have shown effective in enabling automated detection and prediction of depression for early intervention and treatment. However, they are challenged by the relative...