OctoMap: Supporting Service Function Chaining via Supervised Learning and Online Contextual Bandit

A Alzadjali, M Mushtaq, F Esposito… - 2021 Ieee 7th …, 2021 - ieeexplore.ieee.org
Network Function Virtualization (NFV) replaces physical middleboxes with elastic Virtual
Network Functions (VNFs). Those VNFs need to be instantiated, and their resources …

Conventional and Machine Learning Approaches for Network and Service Coordination

S Schneider - 2023 IEEE Conference on Network Function …, 2023 - ieeexplore.ieee.org
Network and service coordination is important to provide modern services consisting of
multiple interconnected components, eg, in 5G, network function virtualization (NFV), or …

Evaluating the Performance of Machine Learning Models for Dynamic Resource Allocation in NFV

G Gamal, M Al-Shaikh, MA Saeed… - … on Emerging Smart …, 2023 - ieeexplore.ieee.org
Network Function Virtualization (NFV) is an emerging architecture that leverages
virtualization technology to decouple software from hardware. The management of virtual …

VNF Placement based on Resource Usage Prediction using Federated Deep Learning Techniques

R Verma, KM Sivalingam… - 2023 IEEE Future …, 2023 - ieeexplore.ieee.org
In recent years, virtual network functions (VNFs) and multi-cloud environments have
emerged that allow virtual services to be hosted dynamically across multiple clouds with …

Experiment as Code-An Automated Testbed for Cloud Scaling and Operations

V Latzko, Z Jia, CL Vielhaus, M Mehrabi… - … , Data Sciences and …, 2024 - ieeexplore.ieee.org
Cloud Computing has been widely adopted in industry, administrations, as well as research.
At the same time, development and testing of new technologies is troubled by inconsistent …

Bayesian Regression for Interpretable Network Dimensioning

S Vasudevan, SP Puthenpurakel… - 2023 15th …, 2023 - ieeexplore.ieee.org
This paper proposes a solution to learn interpretable regression models for the
Telecommunications industry's network dimensioning problem. Domain knowledge in the …

Learning-Based Framework for Resource Allocation for Varying Traffic

P Anvita, K Chaitra, B Lakshmi, Shraddha… - … Strategies (ICTCS 2021 …, 2022 - Springer
Network function virtualization (NFV) presents a model to remove physical middle-boxes
and replace them with virtual network functions (VNFs) that are more resilient. Adjusting …

Using Contextual Bandits to Improve Traffic Performance in Edge Network

AN Al Zadjali - 2021 - search.proquest.com
Edge computing network is a great candidate to reduce latency and enhance performance
of the Internet. The flexibility afforded by Edge computing to handle data creates exciting …

Τεχνητή νοημοσύνη και εφαρμογές στα δίκτυα υπολογιστών νέας γενιάς

Θ Ρούσσου - 2022 - polynoe.lib.uniwa.gr
Η βέλτιστη χρήση των πόρων υποδομής είναι ένα ιδιαίτερα επιθυμητό, αλλά παράλληλα
πολύπλοκο έργο για τους παρόχους δικτυακού service. Αυτό συμβαίνει διότι η βέλτιστη …

Efficient Provisioning of Virtual Network Functions Via Machine Learning

M Mushtaq - 2021 - search.proquest.com
Abstract Network Function Virtualization is a mechanism that enhances and strengthens the
operation and control of networks. It functions by providing network services, such as …