Managing virtualized networks and services with machine learning

R Boutaba, N Shahriar… - … Networks and Service …, 2021 - Wiley Online Library
Virtualization is instigating a paradigm shift in the networking industry, to keep up with
emerging application's quality of service requirements, massive growth in traffic volume, and …

Optimizing resources allocation in a heterogeneous cloud radio access network using machine learning

M Shirmohamadi, H Bakhshi… - Transactions on …, 2022 - Wiley Online Library
In this article, we propose an iterative algorithm based on lazy learning. The proposed
scheme considers two consecutive algorithms for optimal resource allocation in …

[HTML][HTML] Sports Prediction Model through Cloud Computing and Big Data Based on Artificial Intelligence Method

AIA Eid, AB Miled, A Fatnassi, MA Nawaz… - Journal of Intelligent …, 2024 - scirp.org
This article delves into the intricate relationship between big data, cloud computing, and
artificial intelligence, shedding light on their fundamental attributes and interdependence. It …

Design challenges on machine-learning enabled resource optimization

P Karkazis, D Uzunidis, P Trakadas… - IT …, 2022 - ieeexplore.ieee.org
Nowadays, service providers'(SPs) need for efficient resource utilization solutions is more
demanding than ever. The optimal use of the physical and virtual infrastructures guarantees …

Machine learning resource optimization enabled by cross layer monitoring

D Uzunidis, P Karkazis… - 2022 13th International …, 2022 - ieeexplore.ieee.org
In this paper, we introduce a novel architecture and its open-source implementation that
exploits the monitoring data from heterogeneous resources and uses them to train machine …

Predictive resource allocation and VNF deployment using ensemble learning

S Dubba, S Gupta, BR Killi - Multimedia Tools and Applications, 2024 - Springer
Network function virtualization allows the implementation of network services on readily
available commercial off-the-shelf servers. A primary obstacle is efficiently, autonomously …

Design and Analysis of VNF Scaling Mechanisms for 5G-and-Beyond Networks using Federated Learning

R Verma, KM Sivalingam - IEEE Access, 2024 - ieeexplore.ieee.org
This paper deals with Network Slicing-based 5G Networks. A network slice can be defined
as a set of network and virtual network function (VNF) resources deployed across multiple …

Exploiting machine learning for the performance analysis of a mobile hotspot with a call admission control mechanism

I Keramidi, D Uzunidis, M Vlasakis… - 2022 IEEE 27th …, 2022 - ieeexplore.ieee.org
Machine Learning (ML) algorithms can be efficiently employed to calculate various
performance metrics in telecommunication systems showing comparable accuracy with …

Divide and conquer: Hierarchical network and service coordination

S Schneider, M Jürgens, H Karl - 2021 IFIP/IEEE International …, 2021 - ieeexplore.ieee.org
In practical, large-scale networks, services are requested by users across the globe, eg, for
video streaming. Services consist of multiple interconnected components such as …

Use What You Know: Network and Service Coordination Beyond Certainty

S Werner, S Schneider, H Karl - NOMS 2022-2022 IEEE/IFIP …, 2022 - ieeexplore.ieee.org
Modern services often comprise several components, such as chained virtual network
functions, microservices, or machine learning functions. Providing such services requires to …