A unified learning paradigm for large-scale personalized information management

• Main Authors: CHANG, Edward Y., HOI, Steven C. H., WANG, Xinjing, MA, Wei-Ying, LYU, Michael R.
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2005
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/4199
• Institution: Singapore Management University

Statistical-learning approaches such as unsupervised learning, supervised learning, active learning, and reinforcement learning have generally been separately studied and applied to solve application problems. In this paper, we provide an overview of our newly proposed unified learning paradigm (ULP...