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cs.AI2014★ 447 cited
A Survey of Multi-Objective Sequential Decision-Making
Diederik Marijn Roijers, Peter Vamplew, Shimon Whiteson +1
Sequential decision-making problems with multiple objectives arise naturally in practice and pose unique challenges for research in decision-theoretic planning and learning, which…
cs.AI2014★ 39 cited
Incremental Clustering and Expansion for Faster Optimal Planning in Dec-POMDPs
Frans Adriaan Oliehoek, Matthijs T. J. Spaan, Christopher Amato +1
This article presents the state-of-the-art in optimal solution methods for decentralized partially observable Markov decision processes (Dec-POMDPs), which are general models for c…