Load balancing using time series analysis for soft real time systems with statistically periodic loads
PVM: Parallel virtual machine: a users' guide and tutorial for networked parallel computing
PVM: Parallel virtual machine: a users' guide and tutorial for networked parallel computing
COBRA fundamentals and programming
COBRA fundamentals and programming
On-line learning and the metrical task system problem
COLT '97 Proceedings of the tenth annual conference on Computational learning theory
The performance of a service for network-aware applications
SPDT '98 Proceedings of the SIGMETRICS symposium on Parallel and distributed tools
Future Generation Computer Systems - Special issue on metacomputing
Time Series Analysis: Forecasting and Control
Time Series Analysis: Forecasting and Control
Host load prediction using linear models
Cluster Computing
Online Prediction of the Running Time of Tasks
Cluster Computing
A Prediction-Based Real-Time Scheduling Advisor
IPDPS '02 Proceedings of the 16th International Parallel and Distributed Processing Symposium
Forecasting network performance to support dynamic scheduling using the network weather service
HPDC '97 Proceedings of the 6th IEEE International Symposium on High Performance Distributed Computing
A Resource Query Interface for Network-Aware Applications
HPDC '98 Proceedings of the 7th IEEE International Symposium on High Performance Distributed Computing
Predicting the CPU Availability of Time-Shared Unix Systems on the Computational Grid
HPDC '99 Proceedings of the 8th IEEE International Symposium on High Performance Distributed Computing
Direct Queries for Discovering Network Resource Properties in a Distributed Environment
HPDC '99 Proceedings of the 8th IEEE International Symposium on High Performance Distributed Computing
Dynamic Monitoring of High-Performance Distributed Applications
HPDC '02 Proceedings of the 11th IEEE International Symposium on High Performance Distributed Computing
Multi-Resolution Resource Behaviour Queries Using Wavelets
HPDC '01 Proceedings of the 10th IEEE International Symposium on High Performance Distributed Computing
An Empirical Study of the Multiscale Predictability of Network Traffic
HPDC '04 Proceedings of the 13th IEEE International Symposium on High Performance Distributed Computing
Modeling and Taming Parallel TCP on the Wide Area Network
IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Papers - Volume 01
Characterizing and Predicting TCP Throughput on the Wide Area Network
ICDCS '05 Proceedings of the 25th IEEE International Conference on Distributed Computing Systems
The statistical properties of host load
Scientific Programming
SPAND: shared passive network performance discovery
USITS'97 Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Technologies and Systems
Adaptive performance control for distributed scientific coupled models
Proceedings of the 21st annual international conference on Supercomputing
A decentralized model for scheduling independent tasks in Federated Grids
Future Generation Computer Systems
A dynamic platform for run-time adaptation
Pervasive and Mobile Computing
Analytical modelling of networks in multicomputer systems under bursty and batch arrival traffic
The Journal of Supercomputing
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
Performance modelling and analysis of interconnection networks with spatio-temporal bursty traffic
GLOBECOM'09 Proceedings of the 28th IEEE conference on Global telecommunications
On/off-line prediction applied to job scheduling on non-dedicated NOWs
Journal of Computer Science and Technology - Special issue on natural language processing
Journal of Systems and Software
Support vector regression and ant colony optimization for grid resources prediction
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
A dynamic and adaptive load balancing strategy for parallel file system with large-scale I/O servers
Journal of Parallel and Distributed Computing
Dynamic energy-aware capacity provisioning for cloud computing environments
Proceedings of the 9th international conference on Autonomic computing
Resource utilization prediction: a proposal for information technology research
Proceedings of the 1st Annual conference on Research in information technology
A pattern fusion model for multi-step-ahead CPU load prediction
Journal of Systems and Software
Modeling throughput sampling size for a cloud-hosted data scheduling and optimization service
Future Generation Computer Systems
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RPS is a publicly available toolkit that allows a practitioner to straightforwardly create flexible online and offline resource prediction systems in which resources are represented by independent, periodically sampled, scalar-valued measurement streams. The systems predict the future values of such streams from past values and are composed at runtime out of a large and extensible set of communicating components that are in turn constructed using RPS's extensible sensor, prediction, wavelet, and communication libraries. This paper describes the design, implementation, and performance of RPS. We have used RPS extensively to evaluate predictive models and build online prediction systems for host load, Windows performance data, and network bandwidth. The computation and communication overheads involved in such systems are quite low.