Benchmarking and revisiting time series forecasting methods in cloud workload prediction

S Lin, W Lin, F Zhao, H Chen - Cluster Computing, 2025 - Springer
Over the past decades, cloud computing has become a cornerstone of modern
infrastructure. Accurate cloud workload prediction is crucial for assessing quality of service …

TFEGRU: Time-Frequency Enhanced Gated Recurrent Unit With Attention for Cloud Workload Prediction

F Zhao, W Lin, S Lin, H Zhong… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Accurate prediction of cloud workload is crucial for effective resource allocation in cloud
computing. However, due to the complexity and high dimensionality of workloads in the …

TimesLap: Mutability workload sequence prediction based on Laplacian Kernel in the cloud

Y Jiang, Y Huang, Z Li, Z Zuo, C Liu - Computing, 2025 - Springer
Workload prediction is the key technology for elastic resource management in cloud
platforms, and the prediction accuracy affects the efficiency of elastic management …