Scaling up multi-agent reinforcement learning in complex domains

• Main Authors: XIAO, Dan, TAN, Ah-hwee
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2008
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/6798; https://ink.library.smu.edu.sg/context/sis_research/article/7801/viewcontent/Scaling_Up_IAT08.pdf
• Institution: Singapore Management University

TD-FALCON (Temporal Difference - Fusion Architecture for Learning, COgnition, and Navigation) is a class of self-organizing neural networks that incorporates Temporal Difference (TD) methods for real-time reinforcement learning. In this paper, we present two strategies, i.e. policy sharing and neigh...