19 search results - page 1 / 4 » Interaction Structure and Dimensionality Reduction in Decent... |
85
Voted
AAAI
2008
15 years 18 days ago
2008
Decentralized Markov Decision Processes are a powerful general model of decentralized, cooperative multi-agent problem solving. The high complexity of the general problem leads to...
IAT
2009
IEEE
15 years 2 months ago
2009
IEEE
Variants of the decentralized MDP model focus on problems exhibiting some special structure that makes them easier to solve in practice. Our work is concerned with two main issues...
115
Voted
AI
2011
Springer
14 years 1 months ago
2011
Springer
In this work, we explore how local interactions can simplify the process of decision-making in multiagent systems, particularly in multirobot problems. We review a recent decision-...
82
Voted
ATAL
2009
Springer
15 years 4 months ago
2009
Springer
Decentralized partially observable MDPs (DEC-POMDPs) provide a rich framework for modeling decision making by a team of agents. Despite rapid progress in this area, the limited sc...
91
Voted
ATAL
2008
Springer
15 years 8 days ago
2008
Springer
In this paper we propose interaction-driven Markov games (IDMGs), a new model for multiagent decision making under uncertainty. IDMGs aim at describing multiagent decision problem...