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ECAI
2010
Springer
15 years 3 months ago
Brothers in Arms? On AI Planning and Cellular Automata
AI Planning is concerned with the selection of actions towards achieving a goal. Research on cellular automata (CA) is concerned with the question how global behaviours arise from ...
Jörg Hoffmann, Nazim Fatès, Héc...
ML
2002
ACM
143views Machine Learning» more  ML 2002»
15 years 2 months ago
A Sparse Sampling Algorithm for Near-Optimal Planning in Large Markov Decision Processes
An issue that is critical for the application of Markov decision processes MDPs to realistic problems is how the complexity of planning scales with the size of the MDP. In stochas...
Michael J. Kearns, Yishay Mansour, Andrew Y. Ng
AAAI
2008
15 years 5 months ago
Probabilistic Planning via Determinization in Hindsight
This paper investigates hindsight optimization as an approach for leveraging the significant advances in deterministic planning for action selection in probabilistic domains. Hind...
Sung Wook Yoon, Alan Fern, Robert Givan, Subbarao ...
ECAIW
2008
Springer
15 years 4 months ago
Home Care Personalisation with Individual Intervention Plans
The adoption of general intervention plans (guidelines) according to the particular circumstances of both the patient and the doctor's diagnostic is a very challenging task. A...
David Isern, Antonio Moreno, Gianfranco Pedone, Da...
AIPS
2003
15 years 4 months ago
Expressive Equivalence of Formalisms for Planning with Sensing
There have been several proposals for expressing planning problems with different forms of uncertainty, including nondeterminism and partial observability. In this paper we invest...
Jussi Rintanen