Intelligence through interaction: Towards a unified theory for learning

• Main Authors: TAN, Ah-hwee, CARPENTER, Gail A., GROSSBERG, Stephen
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2007
• Subjects: Choice Function; Autonomous Vehicle; Adaptive Resonance Theory; Neural Architecture; Category Node; Databases and Information Systems; Numerical Analysis and Computation
• Online Access: https://ink.library.smu.edu.sg/sis_research/6558; https://ink.library.smu.edu.sg/context/sis_research/article/7561/viewcontent/II_ISNN07_av.pdf
• Institution: Singapore Management University

Machine learning, a cornerstone of intelligent systems, has typically been studied in the context of specific tasks, including clustering (unsupervised learning), classification (supervised learning), and control (reinforcement learning). This paper presents a learning architecture within which a un...