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» Scaling into Ambient Intelligence
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AIIDE
2006
15 years 3 months ago
The Self Organization of Context for Learning in MultiAgent Games
Reinforcement learning is an effective machine learning paradigm in domains represented by compact and discrete state-action spaces. In high-dimensional and continuous domains, ti...
Christopher D. White, Dave Brogan
AIPS
2006
15 years 3 months ago
Sequential Monte Carlo in Probabilistic Planning Reachability Heuristics
The current best conformant probabilistic planners encode the problem as a bounded length CSP or SAT problem. While these approaches can find optimal solutions for given plan leng...
Daniel Bryce, Subbarao Kambhampati, David E. Smith
AAAI
1998
15 years 3 months ago
Analyzing External Conditions to Improve the Efficiency of HTN Planning
One difficulty with existing theoretical work on HTN planning is that it does not address some of the planning constructs that are commonly used in HTN planners for practical appl...
Reiko Tsuneto, James A. Hendler, Dana S. Nau
AIPS
1998
15 years 3 months ago
Encoding HTN Planning in Propositional Logic
Casting planning problems as propositional satis ability problems has recently been shown to be an effective way of scaling up plan synthesis. Until now, the bene ts of this appro...
Amol Dattatraya Mali, Subbarao Kambhampati
ATAL
2010
Springer
15 years 3 months ago
Finding approximate competitive equilibria: efficient and fair course allocation
In the course allocation problem, a university administrator seeks to efficiently and fairly allocate schedules of over-demanded courses to students with heterogeneous preferences...
Abraham Othman, Tuomas Sandholm, Eric Budish