Reinforcement learning for slicing in a 5G flexible RAN MR Raza, C Natalino, P Öhlen, L Wosinska, P Monti Journal of Lightwave Technology 37 (20), 5161-5169, 2019 | 100 | 2019 |
Machine Learning for Optical Network Security Monitoring: A Practical Perspective M Furdek, C Natalino, F Lipp, D Hock, A Di Giglio, M Schiano Journal of Lightwave Technology 38 (11), 2860-2871, 2020 | 59 | 2020 |
The Optical RL-Gym: An open-source toolkit for applying reinforcement learning in optical networks C Natalino, P Monti 2020 22nd International Conference on Transparent Optical Networks (ICTON), 1-5, 2020 | 56 | 2020 |
Experimental Study of Machine-Learning-Based Detection and Identification of Physical-Layer Attacks in Optical Networks C Natalino, M Schiano, AD Giglio, L Wosinska, M Furdek Journal of Lightwave Technology 37 (16), 4173 - 4182, 2019 | 54 | 2019 |
A quality of experience handover architecture for heterogeneous mobile wireless multimedia networks J Jailton, T Carvalho, W Valente, C Natalino, R Frances, K Dias IEEE Communications Magazine 51 (6), 152-159, 2013 | 50 | 2013 |
A new proposal to provide estimation of QoS and QoE over WiMAX networks VA Machado, C Natalino, RSO Silva, AM Melo, M Silva, CRL Francês, ... 2011 IEEE Latin-American Conference on Communications, 1-6, 2011 | 50 | 2011 |
Optical Network Security Management: Requirements, Architecture and Efficient Machine Learning Models for Detection of Evolving Threats M Furdek, C Natalino, A Di Giglio, M Schiano Journal of Optical Communications and Networking, 2020 | 49 | 2020 |
Resource Management in Fog-Enhanced Radio Access Network to Support Real-Time Vehicular Services J Li, C Natalino, DP Van, L Wosinska, J Chen 1st IEEE International Conference on Fog and Edge Computing (ICFEC’2017), 2017 | 48 | 2017 |
A Slice Admission Policy Based on Reinforcement Learning for a 5G Flexible RAN MR Raza, C Natalino, P Öhlen, L Wosinska, P Monti 44th European Conference and Exhibition on Optical Communication (ECOC), 2018 | 38 | 2018 |
Restoration in Optical Cloud Networks With Relocation and Services Differentiation CN da Silva, L Wosinska, S Spadaro, JCWA Costa, CRL Francês, P Monti Journal of Optical Communications and Networking 8 (2), 100-111, 2016 | 33 | 2016 |
Field Demonstration of Machine-Learning-Aided Detection and Identification of Jamming Attacks in Optical Networks C Natalino, M Schiano, A Di Giglio, L Wosinska, M Furdek European Conference on Optical Communication (ECOC), 2018 | 29 | 2018 |
Optimal Design of 5G Networks in Rural Zones with UAVs, Optical Rings, Solar Panels and Batteries L Chiaraviglio, L Amorosi, N Blefari-Melazzi, P Dell’Olmo, C Natalino, ... International Conference on Transparent Optical Networks (ICTON), Bucharest, 2018 | 28 | 2018 |
Minimum Cost Design of Cellular Networks in Rural Areas With UAVs, Optical Rings, Solar Panels, and Batteries L Chiaraviglio, L Amorosi, N Blefari-Melazzi, P Dell’Olmo, AL Mastro, ... IEEE Transactions on Green Communications and Networking 3 (4), 901-918, 2019 | 23 | 2019 |
Machine Learning Aided Orchestration in Multi-tenant Networks C Natalino, MR Raza, A Rostami, P Öhlen, L Wosinska, P Monti IEEE Summer Topicals Meeting Series, 2, 2018 | 22 | 2018 |
Availability-Guaranteed Service Function Chain Provisioning with Optional Shared Backups IM Araújo, C Natalino, H Chen, M De Andrade, DL Cardoso, P Monti 2020 16th International Conference on the Design of Reliable Communication …, 2020 | 20 | 2020 |
Experiment-based detection of service disruption attacks in optical networks using data analytics and unsupervised learning M Furdek, C Natalino, M Schiano, AD Giglio Metro and Data Center Optical Networks and Short-Reach Links II, 9, 2019 | 20 | 2019 |
A Proactive Restoration Strategy for Optical Cloud Networks Based on Failure Predictions C Natalino, F Coelho, G Lacerda, A Braga, L Wosinska, P Monti International Conference on Transparent Optical Networks (ICTON), 2018 | 20 | 2018 |
Content Accessibility in Optical Cloud Networks Under Targeted Link Cuts CN da Silva, A Yayimli, L Wosinska, M Furdek 2017 ONDM, International Conference on Optical Network Design and Modeling, 6, 2017 | 19* | 2017 |
Spectrum Anomaly Detection for Optical Network Monitoring Using Deep Unsupervised Learning C Natalino, A Udalcovs, L Wosinska, O Ozolins, M Furdek IEEE Communications Letters 25 (5), 1583-1586, 2021 | 18 | 2021 |
Infrastructure upgrade framework for Content Delivery Networks robust to targeted attacks C Natalino, A Yayimli, L Wosinska, M Furdek Optical Switching and Networking 31, 202-210, 2019 | 18 | 2019 |