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» Resource Allocation in the Grid Using Reinforcement Learning
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ATAL
2003
Springer
13 years 10 months ago
Resource allocation games with changing resource capacities
In this paper we study a class of resource allocation games which are inspired by the El Farol Bar problem. We consider a system of competitive agents that have to choose between ...
Aram Galstyan, Shashikiran Kolar, Kristina Lerman
NIPS
1996
13 years 6 months ago
Reinforcement Learning for Dynamic Channel Allocation in Cellular Telephone Systems
In cellular telephone systems, an important problem is to dynamically allocate the communication resource channels so as to maximize service in a stochastic caller environment. Th...
Satinder P. Singh, Dimitri P. Bertsekas
IROS
2006
IEEE
190views Robotics» more  IROS 2006»
13 years 11 months ago
Q-RAN: A Constructive Reinforcement Learning Approach for Robot Behavior Learning
Abstract— This paper presents a learning system that uses Qlearning with a resource allocating network (RAN) for behavior learning in mobile robotics. The RAN is used as a functi...
Jun Li, Achim J. Lilienthal, Tomás Mart&iac...
GCA
2009
13 years 3 months ago
A Learning Approach to Mechanism Design in Grid Resource Allocation
In this article a new algorithm for grid resource allocation based upon the theory of Algorithmic Mechanism Design (AMD) is presented. This algorithm is targeted at minimizing cost...
Mahmoud Moravej, Saeed Parsa
ANSS
2008
IEEE
13 years 12 months ago
Resource Allocation Strategies in a 2-Level Hierarchical Grid System
Efficient job scheduling in grids is challenging due to the large number of distributed autonomous resources. In this paper we study various resource allocation policies in a 2-le...
Stylianos Zikos, Helen D. Karatza