Not All Agents are Equal: Scaling up Distributed POMDPs for Agent Networks

• Main Authors: MARECKI, Janusz, GUPTA, Tapana, VARAKANTHAM, Pradeep Reddy, Tambe, Milind, Yokoo, Makoto
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2008
• Subjects: Computer Sciences
• Online Access: https://ink.library.smu.edu.sg/sis_research/950; http://dl.acm.org/citation.cfm?id=1402453
• Institution: Singapore Management University

Many applications of networks of agents, including mobile sensor networks, unmanned air vehicles, autonomous underwater vehicles, involve 100s of agents acting collaboratively under uncertainty. Distributed Partially Observable Markov Decision Problems (Distributed POMDPs) are well-suited to address...