Learning-based reservation of virtualized network resources

JB Monteil, G Iosifidis… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Network slicing markets have the potential to increase significantly the utilization of
virtualized network resources and facilitate the low-cost deployment of over-the-top services …

No-regret slice reservation algorithms

JB Monteil, G Iosifidis, L DaSilva - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
Emerging network slicing markets promise to boost the utilization of expensive network
resources and to unleash the potential of over-the-top services. Their success, however, is …

Reservation of Virtualized Resources with Optimistic Online Learning

JB Monteil, G Iosifidis, I Dusparic - ICC 2023-IEEE International …, 2023 - ieeexplore.ieee.org
The virtualization of wireless networks enables new services to access network resources
made available by the Network Operator (NO) through a Network Slicing market. The …

Learning-based dynamic resource provisioning for network slicing with ensured end-to-end performance bound

Q Xu, J Wang, K Wu - IEEE Transactions on Network Science …, 2018 - ieeexplore.ieee.org
To accommodate different sets of network functions with different quality-of-service
requirements for different types of applications in 5G networks, network slicing, which …

Strategic resource pricing and allocation in a 5g network slicing stackelberg game

M Datar, E Altman, H Le Cadre - IEEE Transactions on Network …, 2022 - ieeexplore.ieee.org
We consider a marketplace in the context of 5G network slicing, where Application Service
Providers (ASP), ie, slice tenants, providing heterogeneous services, are in competition for …

Constrained network slicing games: Achieving service guarantees and network efficiency

J Zheng, A Banchs, G de Veciana - IEEE/ACM Transactions on …, 2023 - ieeexplore.ieee.org
Network slicing is a key capability for next generation mobile networks. It enables
infrastructure providers to cost effectively customize logical networks over a shared …

Slice admission control using overbooking for enhancing provider revenue in 5G Networks

S Saxena, KM Sivalingam - NOMS 2022-2022 IEEE/IFIP …, 2022 - ieeexplore.ieee.org
Network Slicing (NS) provides a new business model to the Infrastructure Providers (InP),
where multiple tenants request the InP to provide services to its customers. InP decides …

5G network slices resource orchestration using Machine Learning techniques

N Salhab, R Langar, R Rahim - Computer Networks, 2021 - Elsevier
To efficiently serve heterogeneous demands in terms of data rate, reliability, latency and
mobility, network operators must optimize the utilization of their infrastructure resources. In …

Supervised learning based automatic adaptation of virtualized resource selection policy

T Miyazawa, H Harai - 2016 17th International …, 2016 - ieeexplore.ieee.org
Network virtualization techniques enable network service providers to implement and
provide multiple logical networks on a common physical network infrastructure. It is essential …

Optimal and fast real-time resource slicing with deep dueling neural networks

N Van Huynh, DT Hoang, DN Nguyen… - IEEE Journal on …, 2019 - ieeexplore.ieee.org
Effective network slicing requires an infrastructure/network provider to deal with the
uncertain demands and real-time dynamics of the network resource requests. Another …