Average reward reinforcement learning: foundations, algorithms, and empirical results
Machine Learning - Special issue on reinforcement learning
Markov Decision Processes: Discrete Stochastic Dynamic Programming
Markov Decision Processes: Discrete Stochastic Dynamic Programming
HPDC '02 Proceedings of the 11th IEEE International Symposium on High Performance Distributed Computing
An introduction to reinforcement learning theory: value function methods
Advanced lectures on machine learning
On Advantages of Grid Computing for Parallel Job Scheduling
CCGRID '02 Proceedings of the 2nd IEEE/ACM International Symposium on Cluster Computing and the Grid
Scheduling Strategies for Master-Slave Tasking on Heterogeneous Processor Platforms
IEEE Transactions on Parallel and Distributed Systems
Faucets: Efficient Resource Allocation on the Computational Grid
ICPP '04 Proceedings of the 2004 International Conference on Parallel Processing
Scheduling Divisible Loads on Star and Tree Networks: Results and Open Problems
IEEE Transactions on Parallel and Distributed Systems
GridIS: An Incentive-Based Grid Scheduling
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01
Double Auction Protocols for Resource Allocation in Grids
ITCC '05 Proceedings of the International Conference on Information Technology: Coding and Computing (ITCC'05) - Volume I - Volume 01
Analyzing Market-Based Resource Allocation Strategies for the Computational Grid
International Journal of High Performance Computing Applications
Utility accrual real-time scheduling: models and algorithms
Utility accrual real-time scheduling: models and algorithms
Utility-based QoS optimisation strategy for multi-criteria scheduling on the grid
Journal of Parallel and Distributed Computing
A Fuzzy-Based Multi-criteria Scheduler for Uniform Multiprocessor Real-Time Systems
ICIT '07 Proceedings of the 10th International Conference on Information Technology
Optimal dynamic server allocation in systems with on/off sources
EPEW'07 Proceedings of the 4th European performance engineering conference on Formal methods and stochastic models for performance evaluation
Analysis of computer job control under uncertainty
Journal of Computer and Systems Sciences International
Data aggregation for scheduling of resource-intensive computations under uncertainty
Journal of Computer and Systems Sciences International
Economic model of scheduling and fair resource sharing in distributed computations
Programming and Computing Software
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A simulation model based on detailed algorithmic description of the process of collective interaction of remote resources and users via a telecommunication network is proposed. Online job stream control includes allocation of resources for their execution and choice of the volume of current job batches. The control objective is formalized in terms of system performance, number of failures, and cost factors. Adaptive control strategies optimizing limiting average characteristics are used. Results of numerical experiments are presented.