Machine learning methods for reliable resource provisioning in edge-cloud computing: A survey

TL Duc, RG Leiva, P Casari, PO Östberg - ACM Computing Surveys …, 2019 - dl.acm.org
… most popular machine learning algorithms used in practice. Machine learning methods can
… For this purpose, in this section, we outline and discuss aspects of resource management at …

Exploring the black box of machine learning in human resource management: an HR perspective on the consequences for hr professionals

ME Tomassen - 2016 - essay.utwente.nl
… can be argued that machine learning applications can do the … study to investigate how machine
learning could influence the … It was found that machine learning, alone, does not face HR …

Empowering automatic data-center management with machine learning

J Ll. Berral, R Gavaldà, J Torres - Proceedings of the 28th Annual ACM …, 2013 - dl.acm.org
… workload, a physical machine (PM), a high-level service requirement). Here we present a
methodology for using machine learning techniques (ML) to model the main resources of a web…

Dynamic resource allocation for virtual machine migration optimization using machine learning

Y Gong, J Huang, B Liu, J Xu, B Wu… - arXiv preprint arXiv …, 2024 - arxiv.org
… This article takes an in-depth look at the application of machine learning and deep
reinforcement learning (DRL) techniques in cloud resource management and virtual machine

A resource utilization prediction model for cloud data centers using evolutionary algorithms and machine learning techniques

S Malik, M Tahir, M Sardaraz, A Alourani - Applied Sciences, 2022 - mdpi.com
… -PSO for better resource management. Due to the … resources, resource management
becomes a challenge. The accuracy of the resource prediction model strongly influences resource

Comparison of machine learning techniques for VNF resource requirements prediction in NFV

M Moradi, M Ahmadi, R Nikbazm - … of Network and Systems Management, 2022 - Springer
resources of network functions. In this paper, regarding the importance of resource prediction
problem in NFV using machine learning … of this paper is resource management in NFVs. …

Improving the smartness of cloud management via machine learning based workload prediction

Y Yu, V Jindal, F Bastani, F Li… - 2018 IEEE 42nd Annual …, 2018 - ieeexplore.ieee.org
… To ensure high quality computing resource provisioning, cloud platforms should offer smart
resource management solutions. An important step toward better resource management is to …

A machine learning framework for resource allocation assisted by cloud computing

JB Wang, J Wang, Y Wu, JY Wang, H Zhu, M Lin… - IEEE …, 2018 - ieeexplore.ieee.org
… Her research interests are in the area of broadband wireless mobile communications,
covering topics such as radio resource management, distributed antenna systems, MIMO, …

Application of machine learning in wireless networks: Key techniques and open issues

Y Sun, M Peng, Y Zhou, Y Huang… - … Surveys & Tutorials, 2019 - ieeexplore.ieee.org
… applications of various machine learning approaches from the MAC layer up to the application
layer, covering resource management, networking, mobility management and localization…

Smartalloc: A model based on machine learning for human resource allocation in projects

EJ Kieling, FC Rodrigues, A Filippetto… - Proceedings of the 25th …, 2019 - dl.acm.org
… This article presents the Smartalloc model for human resource allocations in projects
based on machine learning. The model learns about the allocation strategies used by the …