2016 · 60 citations · 22 references
ComputingCloud ComputingComputer ScienceCloud ArchitectureCloud InfrastructureCloud Performance OptimizationCloud Capacity PlanningCloud ForecastingCloud Resource ManagementCompute Resource ManagementResource ProvisioningResource SchedulingCapacity ProvisioningCloud Computing ResourcesCloud Resource ForecastingCloud Resource ProvisioningCloud Resource Utilization AnalysisResource Consumption ForecastingResource Consumption ModelingResource Demand Modeling
A major challenge in Cloud computing is resource provisioning for computational tasks. Not surprisingly, previous work has established a number of solutions to provide Cloud resources in an efficient manner. However, in order to realize a holistic resource provisioning model, a prediction of the future resource consumption of upcoming computational tasks is necessary. Nevertheless, the topic of prediction of Cloud resource utilization is still in its infancy stage.
22
Neural networks for pattern recognition
Choice Reviews Online · 1994 · 18.7K citations
On the importance of initialization and momentum in deep learning
Ilya Sutskever, James Martens, George E. Dahl et al. · 2013 · 3.5K citations
Theory of the backpropagation neural network
Hecht-Nielsen · 1989 · 2.2K citations