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ATC
2009
Springer
15 years 5 months ago
Management without (Detailed) Models
We present a resource management algorithm based upon guided “walks” within a system state space. Walks are guided via simple predictions of optimum behavior whose accuracy inc...
Alva L. Couch, Mark Burgess, Marc Chiarini
CDC
2009
IEEE
147views Control Systems» more  CDC 2009»
15 years 3 months ago
A simulation-based method for aggregating Markov chains
— This paper addresses model reduction for a Markov chain on a large state space. A simulation-based framework is introduced to perform state aggregation of the Markov chain base...
Kun Deng, Prashant G. Mehta, Sean P. Meyn
FGR
2004
IEEE
105views Biometrics» more  FGR 2004»
15 years 2 months ago
Particle Filtering with Factorized Likelihoods for Tracking Facial Features
In the recent years particle filtering has been the dominant paradigm for tracking facial and body features, recognizing temporal events and reasoning in uncertainty. A major prob...
Ioannis Patras, Maja Pantic
AAAI
2007
15 years 29 days ago
Filtering, Decomposition and Search Space Reduction for Optimal Sequential Planning
We present in this paper a hybrid planning system which combines constraint satisfaction techniques and planning heuristics to produce optimal sequential plans. It integrates its ...
Stéphane Grandcolas, C. Pain-Barre
ATAL
2004
Springer
15 years 4 months ago
Graphical Models in Local, Asymmetric Multi-Agent Markov Decision Processes
In multi-agent MDPs, it is generally necessary to consider the joint state space of all agents, making the size of the problem and the solution exponential in the number of agents...
Dmitri A. Dolgov, Edmund H. Durfee