Accurate prediction of future incoming workloads to cloud applications, such as future user request count, is critical to proactive auto-scaling, and in general, critical to the cost …
J Gao, H Wang, H Shen - 2020 29th international conference …, 2020 - ieeexplore.ieee.org
As a widely used IT service, more and more companies shift their services to cloud datacenters. It is important for cloud service providers (CSPs) to provide cloud service …
A Yadav, S Kushwaha, J Gupta, D Saxena… - Proceedings of 3rd …, 2022 - Springer
A few years ago, cloud computing had widely altered the way of computation and storage. It is quite challenging for cloud service providers to maintain the required quality of service …
The precise estimation of resource usage is a complex and challenging issue due to the high variability and dimensionality of heterogeneous service types and dynamic workloads …
K Cetinski, MB Juric - Journal of Network and Computer Applications, 2015 - Elsevier
Workload estimation and prediction has become a very relevant research area in the field of cloud computing. The reason lies in its many benefits, which include QoS (Quality of …
B Feng, Z Ding - Proceedings of the ACM Web Conference 2023, 2023 - dl.acm.org
Accurately forecasting workloads can enable web service providers to achieve proactive runtime management for applications and ensure service quality and cost efficiency. For …
Cloud computing has transformed the means of computing in recent years with several benefits over traditional systems, like scalability and high availability. However, there are still …
Resource provisioning for cloud computing necessitates the adaptive and accurate prediction of cloud workloads. However, the existing methods cannot effectively predict the …
Y Yu, V Jindal, F Bastani, F Li… - 2018 IEEE 42nd Annual …, 2018 - ieeexplore.ieee.org
Cloud computing has been widely adopted by many companies and government entities. To ensure high quality computing resource provisioning, cloud platforms should offer smart …