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» Resource Allocation in the Grid Using Reinforcement Learning
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ESCIENCE
2006
IEEE
14 years 1 months ago
Application-Level Resource Provisioning on the Grid
In this paper, we present algorithms for Grid resource provisioning that employ agreement-based resource management. These algorithms allow userlevel resource allocation and sched...
Gurmeet Singh, Carl Kesselman, Ewa Deelman

Publication
222views
14 years 4 months ago
Algorithms and Bounds for Rollout Sampling Approximate Policy Iteration
Abstract: Several approximate policy iteration schemes without value functions, which focus on policy representation using classifiers and address policy learning as a supervis...
Christos Dimitrakakis, Michail G. Lagoudakis
CISIS
2010
IEEE
13 years 5 months ago
Scalable Grid Resource Trading with Greedy Heuristics
As Grid infrastructures become more widely used by the academic and commercial world, the problem of resource allocation increases in complexity. Resource trading markets are one m...
Georg Buss, Kevin Lee, Daniel Veit
GRID
2006
Springer
13 years 7 months ago
ROAM: An Authorization Manager for Grids
The Resource Oriented Authorization Manager (ROAM) was created to provide a simple but flexible authorization system for the FusionGrid computational grid. ROAM builds on and exte...
Justin Burruss, T. W. Fredian, Mary R. Thompson
NIPS
1994
13 years 8 months ago
Finding Structure in Reinforcement Learning
Reinforcement learning addresses the problem of learning to select actions in order to maximize one's performance inunknownenvironments. Toscale reinforcement learning to com...
Sebastian Thrun, Anton Schwartz