SDN/NFV, machine learning, and big data driven network slicing for 5G

LV Le, BSP Lin, LP Tung, D Sinh - 2018 IEEE 5G World Forum …, 2018 - ieeexplore.ieee.org
… networking (SDN), network functions virtualization (NFV), big data, and machine learning
have … to integrate various machine learning (ML) algorithms, big data, SDN, and NFV to build a …

Applications of artificial intelligence and machine learning in the area of SDN and NFV: A survey

AA Gebremariam, M Usman… - 2019 16th International …, 2019 - ieeexplore.ieee.org
… threats for providing self-managed protection against them, utilizing SDN/NFV security
defenses. Another work that investigates the use of machine learning in SDN/NFV for network …

Applying big data, machine learning, and SDN/NFV to 5G traffic clustering, forecasting, and management

LV Le, D Sinh, BSP Lin, LP Tung - 2018 4th IEEE Conference …, 2018 - ieeexplore.ieee.org
Machine learning algorithms: This study investigates several popular linear and nonlinear
ML algorithms to forecast the total traffic of a cell, during the next hour of different traffic profiles…

Machine learning empowered security management and quality of service provision in SDN-NFV environment

S Shahzadi, F Ahmad, A Basharat… - Computer …, 2020 - researchportal.port.ac.uk
… This research is around the combination of SDN and NFV for rational decision making to …
the SDN-NFV environment and security management, through several machine learning based …

An SDN/NFV proof-of-concept test-bed for machine learning-based network management

W Jiang, M Strufe, M Gundall… - 2018 IEEE 4th …, 2018 - ieeexplore.ieee.org
… CONCULSIONS In this paper, we presented an SDN/NFV wireless testbed with an aim to
evaluate and demonstrate machine learning-based network management. This test-bed …

[PDF][PDF] Applying big data, machine learning, and SDN/NFV for 5G early-stage traffic classification and network QoS control

LV Le, BS Lin, S Do - Transactions on Networks and …, 2018 - researchgate.net
machine learning (ML) algorithms, big data analytics platforms, software-defined networking
(SDN), and network functions virtualization (NFV… each application by using SDN. Finally, the …

Machine learning-assisted planning and provisioning for SDN/NFV-enabled metropolitan networks

S Troia, DE Martinez, I Martín… - … on Networks and …, 2019 - ieeexplore.ieee.org
… The aim of the work was to identify whether machine learning can … and their posterior
implementation into an SDN network. Regarding ML-… Regarding ML-assisted IP routing and its …

KSN: Modeling and simulation of knowledge using machine learning in NFV/SDN-based networks

R Nikbazm, M Ahmadi - Simulation Modelling Practice and Theory, 2022 - Elsevier
… of NFV resources consumption using machine learning has … is the first machine learning-based
method in the NFV field, … , and the impact of using machine learning has been practically …

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

M Moradi, M Ahmadi, R Nikbazm - Journal of Network and Systems …, 2022 - Springer
… in NFV using machine learning techniques, analysis and comparison of the effect of different
methods of machine learning … network (SDN) and network function virtualization (NFV) are …

Evaluation of Apache spot's machine learning capabilities in an SDN/NFV enabled environment

CM Mathas, OE Segou, G Xylouris… - Proceedings of the 13th …, 2018 - dl.acm.org
… industry is rapidly adopting Machine Learning (ML) … use of machine learning for advanced
anomaly detection, and specifically deploys the Apache Spot ML framework on an SDN/NFV-…