Grid resource management
Proceedings of the 2003 ACM/IEEE conference on Supercomputing
A probabilistic scheduling heuristic for computational grids
Multiagent and Grid Systems
Load prediction models in web-based systems
valuetools '06 Proceedings of the 1st international conference on Performance evaluation methodolgies and tools
TM-DG: a trust model based on computer users' daily behavior for desktop grid platform
Proceedings of the 2007 symposium on Component and framework technology in high-performance and scientific computing
Predict task running time in grid environments based on CPU load predictions
Future Generation Computer Systems
Models and framework for supporting runtime decisions in Web-based systems
ACM Transactions on the Web (TWEB)
The Journal of Supercomputing
Journal of Systems and Software
Load prediction using hybrid model for computational grid
GRID '07 Proceedings of the 8th IEEE/ACM International Conference on Grid Computing
Predicting Free Computing Capacities on Individual Machines
GPC '09 Proceedings of the 4th International Conference on Advances in Grid and Pervasive Computing
Short-term prediction models for server management in Internet-based contexts
Decision Support Systems
Enhancing the efficiency of resource usage on opportunistic grids
Proceedings of the 7th International Workshop on Middleware for Grids, Clouds and e-Science
Optimization of procedures for discovery and information of idle resources in distributed systems
ACM SIGOPS Operating Systems Review
Mixture of ANFIS systems for CPU load prediction in metacomputing environment
Future Generation Computer Systems
Journal of Systems and Software
A methodology for dynamic scheduling of divisible workloads in grid environments
SMO'05 Proceedings of the 5th WSEAS international conference on Simulation, modelling and optimization
A multi-objective approach to virtual machine management in datacenters
Proceedings of the 8th ACM international conference on Autonomic computing
Wave scheduler: scheduling for faster turnaround time in peer-based desktop grid systems
JSSPP'05 Proceedings of the 11th international conference on Job Scheduling Strategies for Parallel Processing
Dual time-scale distributed capacity allocation and load redirect algorithms for cloud systems
Journal of Parallel and Distributed Computing
Future Generation Computer Systems
Bio-Inspired Techniques for Resources State Prediction in Large Scale Distributed Systems
International Journal of Distributed Systems and Technologies
A pattern fusion model for multi-step-ahead CPU load prediction
Journal of Systems and Software
A Value Based Dynamic Resource Provisioning Model in Cloud
International Journal of Cloud Applications and Computing
A Value Based Dynamic Resource Provisioning Model in Cloud
International Journal of Cloud Applications and Computing
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The dynamic nature of a resource-sharing environment means that applications must be able to adapt their behavior in response to changes in system status. Predictions of future system performance can be used to guide such adaptations. In this paper, we present and evaluate several new one-step-ahead and low-overhead time series prediction strategies that track recent trends by giving more weight to recent data. We present results that show that a dynamic tendency prediction model with different ascending and descending behavior performs best among all strategies studied. A comparative study conducted on a set of 38 machine load traces shows that this new predictor achieves average prediction errors that arebetween 2% and 55% less (36% less on average) than those incurred by the predictors used within the popular Network Weather Service system.