Cooperative reinforcement learning in topology-based multi-agent systems

• Main Authors: XIAO, Dan, TAN, Ah-hwee
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2011
• Subjects: Topology-based multi-agent systems; Cooperative learning; Reinforcement learning; Binary tree formation; Policy sharing; Databases and Information Systems; Programming Languages and Compilers; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/5242; https://ink.library.smu.edu.sg/context/sis_research/article/6245/viewcontent/Xiao_Tan2013_Article_CooperativeReinforcementLearni.pdf
• Institution: Singapore Management University

Topology-based multi-agent systems (TMAS), wherein agents interact with one another according to their spatial relationship in a network, are well suited for problems with topological constraints. In a TMAS system, however, each agent may have a different state space, which can be rather large. Cons...