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
… Most machine learning algorithms are supervised. In the following, … learning to solve the
resource allocation problem. … a machine learning framework for resource allocation and …

Wireless edge machine learning: Resource allocation and trade-offs

M Merluzzi, P Di Lorenzo, S Barbarossa - IEEE Access, 2021 - ieeexplore.ieee.org
… a resource allocation strategy for dynamic training and inference of machine learning tasks
… trade-off between energy, delay and learning accuracy. The scenario of interest is composed …

Machine learning for predictive scheduling and resource allocation in large scale manufacturing systems

C Morariu, O Morariu, S Răileanu, T Borangiu - Computers in Industry, 2020 - Elsevier
… (operation scheduling, resource allocation) and predictive … Data techniques and machine
learning algorithms to process … for data aggregation, machine learning and intelligent decisions…

Role of machine learning in resource allocation strategy over vehicular networks: a survey

I Nurcahyani, JW Lee - Sensors, 2021 - mdpi.com
… strategy in vehicular networks using machine learning. Therefore, a thorough understanding
of how machine learning algorithms are utilized to offer a dynamic resource allocation in …

[PDF][PDF] Machine Learning Based Resource Allocation of Cloud Computing in Auction.

J Zhang, N Xie, X Zhang, K Yue, W Li… - Computers, Materials & …, 2018 - researchgate.net
… Thus, we can allocate resources in a way that is very … resource allocation in an auction into
machine learning classification or regression problems and propose two resource allocation

A machine learning approach for task and resource allocation in mobile-edge computing-based networks

S Wang, M Chen, X Liu, C Yin, S Cui… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… that can avoid learning the same resource allocation scheme and improve learning efficiency.
The main contribution of this article is a novel resource allocation framework for a MEC-…

A systematic review of energy management strategies for resource allocation in the cloud: Clustering, optimization and machine learning

S Jayaprakash, MD Nagarajan, RP Prado… - Energies, 2021 - mdpi.com
… , and machine learning methods used in cloud resource allocation to … how machine learning
methods such as deep neural network (DNN), random forest, and support vector machine (…

Machine Learning Algorithms for Dynamic Resource Allocation in Cloud Computing: Optimization Techniques and Real-World Applications

M Abouelyazid - Journal of AI-Assisted Scientific Discovery, 2021 - scienceacadpress.com
… the potential benefits of machine learning for dynamic resource allocation in cloud computing.
… of deep learning models for resource allocation and the exploration of federated learning

Resource allocation with edge computing in IoT networks via machine learning

X Liu, J Yu, J Wang, Y Gao - IEEE Internet of Things Journal, 2020 - ieeexplore.ieee.org
… Some research works have been studied to apply machine learning techniques to optimize
resource allocation framework was developed to solve the complex resource allocation

Medical resource allocation planning by integrating machine learning and optimization models

T Mizan, S Taghipour - Artificial Intelligence in Medicine, 2022 - Elsevier
… In this paper, resource allocation and workload distribution for a Canadian healthcare
solution company is presented. The healthcare solution provider has a centralized authority …