A brief review on multi-task learning

• Published in: Multimedia tools and applications Vol. 77; no. 22; pp. 29705 - 29725
• Main Authors: Thung, Kim-Han, Wee, Chong-Yaw
• Format: Journal Article
• Language: English
• Published: New York Springer US 01.11.2018; Springer Nature B.V
• Subjects: Artificial intelligence; Biomedical data; Computer Communication Networks; Computer Science; Computer vision; Data analysis; Data processing; Data Structures and Information Theory; Machine learning; Multimedia; Multimedia Information Systems; Natural language processing; Readers; Special Purpose and Application-Based Systems; Speech recognition; Joint learning; MTL; Transfer learning; Learning with auxiliary tasks; Multi-task learning; Multi-class learning

Multi-task learning (MTL), which optimizes multiple related learning tasks at the same time, has been widely used in various applications, including natural language processing, speech recognition, computer vision, multimedia data processing, biomedical imaging, socio-biological data analysis, multi...