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 …

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 …

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 …

Machine learning approaches for early DRG classification and resource allocation

D Gartner, R Kolisch, DB Neill… - INFORMS Journal on …, 2015 - pubsonline.informs.org
… , patient scheduling, and resource allocation in the hospital … resource allocation decisions
based on machine learning (ML… predictions for allocating scarce hospital resources. DRGs are …

Intelligent resource allocation in LoRaWAN using machine learning techniques

SU Minhaj, A Mahmood, SF Abedin, SA Hassan… - IEEE …, 2023 - ieeexplore.ieee.org
resource allocation mechanism must be employed to efficiently and dynamically allocate
To this end, in this research, we propose an intelligent resource allocation mechanism …

A joint resource allocation, security with efficient task scheduling in cloud computing using hybrid machine learning techniques

PK Bal, SK Mohapatra, TK Das, K Srinivasan, YC Hu - Sensors, 2022 - mdpi.com
… In this work, we presented a hybrid machine learning algorithm that schedules tasks and
efficiently allocates resources in cloud environments. We utilized improved feline multitude …

Ethics-by-design: efficient, fair and inclusive resource allocation using machine learning

TP Papalexopoulos, D Bertsimas… - Journal of Law and …, 2022 - academic.oup.com
… through a case study on designing organ transplant allocation policies. We develop a novel
analytical tool, based on machine learning and optimization, designed to facilitate efficient …

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
resource allocations in projects based on machine learning. The model learns about the
allocation … or quality) in the definition of the resource allocation strategy; (2) uses the historical …

Machine learning for resource management in cellular and IoT networks: Potentials, current solutions, and open challenges

F Hussain, SA Hassan, R Hussain… - … surveys & tutorials, 2020 - ieeexplore.ieee.org
resource management in these networks. Then, we provide a comprehensive survey of the
existing ML- and DL-based resource allocation … DL for resource allocation and management …

MDP and machine learning-based cost-optimization of dynamic resource allocation for network function virtualization

R Shi, J Zhang, W Chu, Q Bao, X Jin… - 2015 IEEE …, 2015 - ieeexplore.ieee.org
… Thus, we propose a machine learning-based method to assess the reliability of NFV
resources … In addition to MDP, we apply machine learning algorithms to predict future resource