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Books and Theses
- 2019
[b1]Omran Ayoub:
Resource management and planning in cloud-enabled optical metro-area networks. Polytechnic University of Milan, Italy, 2019
Journal Articles
- 2024
- [j19]Qiaolun Zhang
, Omran Ayoub, Alberto Gatto, Jun Wu, Francesco Musumeci, Massimo Tornatore:
Routing, Channel, Key-Rate, and Time-Slot Assignment for QKD in Optical Networks. IEEE Trans. Netw. Serv. Manag. 21(1): 148-160 (2024) - [j18]Nicola Di Cicco, Memedhe Ibrahimi, Omran Ayoub, Federica Bruschetta, Michele Milano, Claudio Passera, Francesco Musumeci:
ASAP Hardware Failure-Cause Identification in Microwave Networks Using Venn-Abers Predictors. IEEE Trans. Netw. Serv. Manag. 21(5): 5400-5409 (2024) - 2023
- [j17]Memedhe Ibrahimi, Omran Ayoub, Aryanaz Attarpour, Francesco Musumeci, Andrea Castoldi, Mario Ragni, Massimo Tornatore:
Minimizing equipment and energy cost in mixed 10G and 100G/200G filterless horseshoe networks with hierarchical OTN boards. Ann. des Télécommunications 78(5-6): 297-311 (2023) - [j16]Qiaolun Zhang, Omran Ayoub, Jun Wu, Xi Lin, Massimo Tornatore:
IC-QKD: An Information-Centric Quantum Key Distribution Network. IEEE Commun. Mag. 61(12): 148-154 (2023) - [j15]Fatima Ezzeddine, Omran Ayoub, Silvia Giordano, Gianluca Nogara, Ihab Sbeity, Emilio Ferrara, Luca Luceri:
Exposing influence campaigns in the age of LLMs: a behavioral-based AI approach to detecting state-sponsored trolls. EPJ Data Sci. 12(1): 46 (2023) - [j14]Omran Ayoub, Sebastian Troia, Davide Andreoletti, Andrea Bianco, Massimo Tornatore, Silvia Giordano, Cristina Rottondi:
Towards explainable artificial intelligence in optical networks: the use case of lightpath QoT estimation. JOCN 15(1): A26-A38 (2023) - 2022
- [j13]Omran Ayoub, Nicola Di Cicco, Fatima Ezzeddine, Federica Bruschetta, Roberto Rubino, Massimo Nardecchia, Michele Milano, Francesco Musumeci, Claudio Passera, Massimo Tornatore:
Explainable Artificial Intelligence in communication networks: A use case for failure identification in microwave networks. Comput. Networks 219: 109466 (2022) - [j12]Omran Ayoub, Oleg Karandin, Memedhe Ibrahimi, Andrea Castoldi, Francesco Musumeci, Massimo Tornatore:
Tutorial on filterless optical networks [Invited]. JOCN 14(3): 1-15 (2022) - [j11]Omran Ayoub, Andrea Bovio, Francesco Musumeci, Massimo Tornatore:
Survivable Virtual Network Mapping With Fiber Tree Establishment in Filterless Optical Networks. IEEE Trans. Netw. Serv. Manag. 19(1): 37-48 (2022) - [j10]Qiaolun Zhang, Omran Ayoub, Jun Wu, Francesco Musumeci, Gaolei Li, Massimo Tornatore:
Progressive Slice Recovery With Guaranteed Slice Connectivity After Massive Failures. IEEE/ACM Trans. Netw. 30(2): 826-839 (2022) - 2021
- [j9]Davide Andreoletti, Omran Ayoub, Silvia Giordano, Giacomo Verticale, Massimo Tornatore:
Network-Based Contact Tracing for Detection of Covid-19 Contagions: A Privacy-Preserving Approach. IEEE Commun. Mag. 59(9): 42-48 (2021) - [j8]Memedhe Ibrahimi, Omran Ayoub, Oleg Karandin, Francesco Musumeci, Andrea Castoldi, Rosanna Pastorelli, Massimo Tornatore:
QoT-Aware Optical Amplifier Placement in Filterless Metro Networks. IEEE Commun. Lett. 25(3): 931-935 (2021) - [j7]Francesco Musumeci, Luca Magni, Omran Ayoub, Roberto Rubino, Massimiliano Capacchione, Gabriele Rigamonti, Michele Milano, Claudio Passera, Massimo Tornatore:
Supervised and Semi-Supervised Learning for Failure Identification in Microwave Networks. IEEE Trans. Netw. Serv. Manag. 18(2): 1934-1945 (2021) - [j6]Omran Ayoub, Amaro de Sousa, Silvia Mendieta, Francesco Musumeci, Massimo Tornatore:
Online Virtual Machine Evacuation for Disaster Resilience in Inter-Data Center Networks. IEEE Trans. Netw. Serv. Manag. 18(2): 1990-2001 (2021) - 2020
- [j5]Leila Askari, Omran Ayoub, Francesco Musumeci, Massimo Tornatore:
On Dynamic Service Chaining in Filterless Optical Metro-Aggregation Networks. IEEE Access 8: 222233-222241 (2020) - 2019
- [j4]Davide Andreoletti, Omran Ayoub, Cristina Rottondi, Silvia Giordano, Giacomo Verticale, Massimo Tornatore:
A Privacy-Preserving Protocol for Network-Neutral Caching in ISP Networks. IEEE Access 7: 160227-160240 (2019) - [j3]Francesco Musumeci, Omran Ayoub, Monica Magoni, Massimo Tornatore:
Latency-Aware CU Placement/Handover in Dynamic WDM Access-Aggregation Networks. JOCN 11(4): B71-B82 (2019) - [j2]Omran Ayoub, Francesco Musumeci, Massimo Tornatore, Achille Pattavina:
Energy-Efficient Video-On-Demand Content Caching and Distribution in Metro Area Networks. IEEE Trans. Green Commun. Netw. 3(1): 159-169 (2019) - 2017
- [j1]Omran Ayoub, Francesco Musumeci, Massimo Tornatore, Achille Pattavina:
Efficient Routing and Bandwidth Assignment for Inter-Data-Center Live Virtual-Machine Migrations. JOCN 9(3): B12-B21 (2017)
Conference and Workshop Papers
- 2024
- [c42]Elisa Rubegni, Omran Ayoub, Stefania Maria Rita Rizzo, Marco Barbero, Guenda Bernegger, Francesca D. Faraci, Francesca Mangili, Emiliano Soldini, Pierpaolo Trimboli, Alessandro Facchini:
Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare. HCI (51) 2024: 277-296 - [c41]Davide Andreoletti, Cristina Rottondi, Omran Ayoub, Andrea Bianco:
Synthetic Data Generation using Diffusion Models for ML-based Lightpath Quality of Transmission Estimation Under Extreme Data Scarcity. ICTON 2024: 1-4 - [c40]Omran Ayoub, Carlos Natalino, Paolo Monti:
Towards Explainable Reinforcement Learning in Optical Networks: The RMSA Use Case. OFC 2024: 1-3 - [c39]Hussein Fawaz, Farhad Arpanaei, Davide Andreoletti, Ihab Sbeity, José Alberto Hernández, David Larrabeiti, Omran Ayoub:
Reducing Complexity and Enhancing Predictive Power of ML-Based Lightpath QoT Estimation via SHAP-Assisted Feature Selection. ONDM 2024: 1-6 - [c38]Lareb Zar Khan, João Pedro, Omran Ayoub, Nelson Costa, Andrea Sgambelluri, Lorenzo De Marinis, Antonio Napoli, Nicola Sambo:
Optimizing Deep Learning-Based Failure Management in Optical Networks by Monitoring Relative Neural Activity. ONDM 2024: 1-3 - [c37]Fatima Ezzeddine, Mirna Saad, Omran Ayoub, Davide Andreoletti, Martin Gjoreski, Ihab Sbeity, Marc Langheinrich, Silvia Giordano:
Differential Privacy for Anomaly Detection: Analyzing the Trade-Off Between Privacy and Explainability. xAI (3) 2024: 294-318 - 2023
- [c36]Francesco Lateano, Omran Ayoub, Francesco Musumeci, Massimo Tornatore:
Machine-Learning-Assisted Failure Prediction in Microwave Networks based on Equipment Alarms. DRCN 2023: 1-7 - [c35]Hadi Houssiany, Omran Ayoub, Cristina Rottondi, Andrea Bianco:
Using SHAP Values to Validate Model's Uncertain Decision for ML-based Lightpath Quality-of-Transmission Estimation. ICTON 2023: 1-5 - [c34]Fatima Ezzeddine, Omran Ayoub, Davide Andreoletti, Massimo Tornatore, Silvia Giordano:
Vertical Split Learning-Based Identification and Explainable Deep Learning-Based Localization of Failures in Multi-Domain NFV Systems. NFV-SDN 2023: 46-52 - [c33]Oleg Karandin, Omran Ayoub, Domenico Napoletano, Francesco Musumeci, Massimo Tornatore:
Protection of Inter-ONU Connectivity in Advanced PON with Minimum Trenching Cost. ONDM 2023: 1-5 - [c32]Davide Andreoletti, Cristina Rottondi, Fatima Ezzeddine, Omran Ayoub, Silvia Giordano:
ML-based Network Pruning for Routing Data Overhead Reduction in Wireless Sensor Networks. WONS 2023: 122-125 - [c31]Fatima Ezzeddine, Omran Ayoub, Davide Andreoletti, Silvia Giordano:
SAC-FACT: Soft Actor-Critic Reinforcement Learning for Counterfactual Explanations. xAI (1) 2023: 195-216 - 2022
- [c30]Davide Andreoletti, Omran Ayoub, Achille Peternier, Tiziano Leidi, Silvia Giordano:
Sensor and Feature Selection for Lightweight Emotion Recognition on Resource-Constrained Smartwatches. DASC/PiCom/CBDCom/CyberSciTech 2022: 1-6 - [c29]Qiaolun Zhang, Omran Ayoub, Alberto Gatto, Jun Wu, Xi Lin, Francesco Musumeci, Giacomo Verticale, Massimo Tornatore:
Joint Routing, Channel, and Key-Rate Assignment for Resource-Efficient QKD Networking. GLOBECOM 2022: 3676-3681 - [c28]Omran Ayoub, Francesco Musumeci, Fatima Ezzeddine, Claudio Passera, Massimo Tornatore:
On Using Explainable Artificial Intelligence for Failure Identification in Microwave Networks. ICIN 2022: 48-55 - [c27]Jean-Pierre H. Asdikian, Leila Askari, Omran Ayoub, Francesco Musumeci, Stefano Bregni, Massimo Tornatore:
Availability Evaluation of Service Function Chains Under Different Protection Schemes. MeditCom 2022: 244-249 - [c26]Omran Ayoub, Andrea Bianco, Davide Andreoletti, Sebastian Troia, Silvia Giordano, Cristina Rottondi:
On the Application of Explainable Artificial Intelligence to Lightpath QoT Estimation. OFC 2022: 1-3 - [c25]Oleg Karandin, Omran Ayoub, Francesco Musumeci, Yusuke Hirota, Yoshinari Awaji, Massimo Tornatore:
If Not Here, There. Explaining Machine Learning Models for Fault Localization in Optical Networks. ONDM 2022: 1-3 - [c24]Tara Tandel, Omran Ayoub, Francesco Musumeci, Claudio Passera, Massimo Tornatore:
Federated-Learning-Assisted Failure-Cause Identification in Microwave Networks. RNDM 2022: 1-7 - [c23]Gianluca Nogara, Padinjaredath Suresh Vishnuprasad, Felipe Cardoso, Omran Ayoub, Silvia Giordano, Luca Luceri:
The Disinformation Dozen: An Exploratory Analysis of Covid-19 Disinformation Proliferation on Twitter. WebSci 2022: 348-358 - 2021
- [c22]Emanuele Viadana, Omran Ayoub, Francesco Musumeci, Massimo Tornatore:
Survivable Virtual Network Mapping against Double-Link Failures Based on Virtual Network Capacity Sharing. CNSM 2021: 35-41 - [c21]Oleg Karandin, Francesco Musumeci, Omran Ayoub, Alessio Ferrari, Yvan Pointurier, Massimo Tornatore:
Quantifying Resource Savings from Low-Margin Design in Optical Networks with Probabilistic Constellation Shaping. ECOC 2021: 1-4 - [c20]Memedhe Ibrahimi, Omran Ayoub, Fabio Albanese, Francesco Musumeci, Massimo Tornatore:
Strategies for Dedicated Path Protection in Filterless Optical Networks. GLOBECOM 2021: 1-6 - [c19]Leila Askari, Mohammadhassan Tamizi, Omran Ayoub, Massimo Tornatore:
Protection Strategies for Dynamic VNF Placement and Service Chaining. ICCCN 2021: 1-9 - [c18]Oleg Karandin, Omran Ayoub, Memedhe Ibrahimi, Francesco Musumeci, Andrea Castoldi, Rosanna Pastorelli, Massimo Tornatore:
Optical Metro Network Design with Low Cost of Equipment. ONDM 2021: 1-4 - 2020
- [c17]Sachin Sharma, Avishek Nag, Luís Cordeiro, Omran Ayoub, Massimo Tornatore, Maziar M. Nekovee:
Towards explainable artificial intelligence for network function virtualization. CoNEXT 2020: 558-559 - [c16]Davide Andreoletti, Omran Ayoub, Silvia Giordano, Massimo Tornatore, Giacomo Verticale:
Privacy-Preserving Multi-Operator Contact Tracing for Early Detection of Covid19 Contagions. GLOBECOM (Workshops) 2020: 1-6 - [c15]Omran Ayoub, Leila Askari, Andrea Bovio, Francesco Musumeci, Massimo Tornatore:
Virtual Network Mapping vs Embedding with Link Protection in Filterless Optical Networks. GLOBECOM 2020: 1-6 - [c14]Omran Ayoub, Faryal Fatima, Andrea Bovio, Francesco Musumeci, Massimo Tornatore:
Traffic-Adaptive Re-Configuration of Programmable Filterless Optical Networks. ICC 2020: 1-6 - [c13]Leila Askari, Francesco Musumeci, Lorenzo Salerno, Omran Ayoub, Massimo Tornatore:
Dynamic DU/CU Placement for 3-layer C-RANs in Optical Metro-Access Networks. ICTON 2020: 1-4 - [c12]Leila Askari, Payam Majidzadeh, Omran Ayoub, Massimo Tornatore:
Exploiting DPDK in Containerized Environment with Unsupported Hardware. NFV-SDN 2020: 7-12 - [c11]Omran Ayoub, Andrea Bovio, Francesco Musumeci, Massimo Tornatore:
Survivable Virtual Network Mapping in Filterless Optical Networks. ONDM 2020: 1-6 - [c10]Andre K. Horota, Rodrigo A. Costa, Sabidur Rahman, Omran Ayoub, Gustavo B. Figueiredo, Massimo Tornatore, Biswanath Mukherjee:
Deferred Protection of Deadline-Driven Requests in Inter-Datacenter Elastic Optical Networks. ONDM 2020: 1-6 - 2019
- [c9]Omran Ayoub, Obed Huamani, Francesco Musumeci, Massimo Tornatore:
Efficient Online Virtual Machines Migration for Alert-Based Disaster Resilience. DRCN 2019: 146-153 - [c8]Davide Andreoletti, Omran Ayoub, Silvia Giordano, Giacomo Verticale, Massimo Tornatore:
Privacy-Preserving Caching in ISP Networks. HPSR 2019: 1-6 - 2018
- [c7]Omran Ayoub, Francesco Musumeci, Davide Andreoletti, Marco Mussini, Massimo Tornatore, Achille Pattavina:
Optimal Cache Deployment for Video-an-Demand Delivery in Optical Metro-Area Networks. GLOBECOM 2018: 1-6 - [c6]Omran Ayoub, Shady Shehata, Francesco Musumeci, Massimo Tornatore:
Filterless and Semi-Filterless Solutions in a Metro-HAUL Network Architecture. ICTON 2018: 1-4 - [c5]Mohamed Shehata, Omran Ayoub, Francesco Musumeci, Massimo Tornatore:
Survivable BBU Placement for C-RAN over Optical Aggregation Networks. ICTON 2018: 1-4 - 2017
- [c4]Omran Ayoub, Francesco Musumeci, Massimo Tornatore, Achille Pattavina:
Techno-Economic Evaluation of CDN Deployments in Metropolitan Area Networks. NaNA 2017: 314-319 - 2016
- [c3]Omran Ayoub, Stefano Bregni, Najme Monajemi, Francesco Musumeci, Massimo Tornatore:
Strategies for effective converged control of LTE and Wi-Fi networks. LATINCOM 2016: 1-6 - [c2]Omran Ayoub, Luca Pace, Francesco Musumeci, Achille Pattavina:
Dynamic Routing and Bandwidth Assignment for live Virtual Machines migrations. ONDM 2016: 1-6 - 2015
- [c1]Marco Savi, Omran Ayoub, Francesco Musumeci, Zhe Li, Giacomo Verticale, Massimo Tornatore:
Energy-efficient caching for Video-on-Demand in Fixed-Mobile Convergent networks. OnlineGreenComm 2015: 17-22
Parts in Books or Collections
- 2020
- [p1]Massimo Tornatore, Péter Babarczi, Omran Ayoub, Sifat Ferdousi, Rafael B. R. Lourenço, Johannes Zerwas, Andreas Blenk, Markus Klügel, Wolfgang Kellerer:
Alert-Based Network Reconfiguration and Data Evacuation. Guide to Disaster-Resilient Communication Networks 2020: 353-377
Informal and Other Publications
- 2024
- [i8]Fatima Ezzeddine, Omran Ayoub, Silvia Giordano:
Knowledge Distillation-Based Model Extraction Attack using Private Counterfactual Explanations. CoRR abs/2404.03348 (2024) - [i7]Elisa Rubegni, Omran Ayoub, Stefania Maria Rita Rizzo, Marco Barbero, Guenda Bernegger, Francesca D. Faraci, Francesca Mangili, Emiliano Soldini, Pierpaolo Trimboli, Alessandro Facchini:
Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare. CoRR abs/2404.04638 (2024) - [i6]Omran Ayoub, Davide Andreoletti, Aleksandra Knapinska, Róza Goscien, Piotr Lechowicz, Tiziano Leidi, Silvia Giordano, Cristina Rottondi, Krzysztof Walkowiak:
Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures. CoRR abs/2404.05304 (2024) - [i5]Fatima Ezzeddine, Mirna Saad, Omran Ayoub, Davide Andreoletti, Martin Gjoreski, Ihab Sbeity, Marc Langheinrich, Silvia Giordano:
Differential Privacy for Anomaly Detection: Analyzing the Trade-off Between Privacy and Explainability. CoRR abs/2404.06144 (2024) - 2023
- [i4]Sandra Mitrovic, Davide Andreoletti, Omran Ayoub:
ChatGPT or Human? Detect and Explain. Explaining Decisions of Machine Learning Model for Detecting Short ChatGPT-generated Text. CoRR abs/2301.13852 (2023) - 2022
- [i3]Fatima Ezzeddine, Luca Luceri, Omran Ayoub, Ihab Sbeity, Gianluca Nogara, Emilio Ferrara, Silvia Giordano:
How "troll" are you? Measuring and detecting troll behavior in online social networks. CoRR abs/2210.08786 (2022) - 2020
- [i2]Davide Andreoletti, Omran Ayoub, Silvia Giordano, Massimo Tornatore, Giacomo Verticale:
Privacy-Preserving Multi-Operator Contact Tracing for Early Detection of Covid19 Contagions. CoRR abs/2007.10168 (2020) - [i1]Davide Andreoletti, Omran Ayoub, Silvia Giordano, Massimo Tornatore, Giacomo Verticale:
Privacy-Preserving Multi-Operator Contact Tracing for Early Detection of Covid19 Contagions. IACR Cryptol. ePrint Arch. 2020: 935 (2020)
Coauthor Index
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