A. Shami

Most-cited papers

On Hyperparameter Optimization of Machine Learning Algorithms: Theory and Practice
Li Yang, A. Shami
2020Neurocomputing3,004 citations Open access
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MTH-IDS: A Multitiered Hybrid Intrusion Detection System for Internet of Vehicles
Li Yang, Abdallah Moubayed, A. Shami
2021IEEE Internet of Things Journal392 citations Open access
Semantic Scholar
Student Engagement Level in an e-Learning Environment: Clustering Using K-means
Abdallah Moubayed, Mohammadnoor Injadat, A. Shami, H. Lutfiyya
2020American Journal of Distance Education187 citations Open access
Semantic Scholar
Systematic Ensemble Model Selection Approach for Educational Data Mining
Mohammadnoor Injadat, Abdallah Moubayed, Ali Bou Nassif, A. Shami
2020Knowledge-Based Systems169 citations Open access
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A Lightweight Concept Drift Detection and Adaptation Framework for IoT Data Streams
Li Yang, A. Shami
2021IEEE Internet of Things Magazine165 citations Open access
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Machine learning towards intelligent systems: applications, challenges, and opportunities
Mohammadnoor Injadat, Abdallah Moubayed, Ali Bou Nassif, A. Shami
2021Artificial Intelligence Review155 citations Open access
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A Transfer Learning and Optimized CNN Based Intrusion Detection System for Internet of Vehicles
Li Yang, A. Shami
2022ICC 2022 - IEEE International Conference on Communications140 citations Open access
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Making a Case for Federated Learning in the Internet of Vehicles and Intelligent Transportation Systems
D. Manias, A. Shami
2021IEEE Network122 citations Open access
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Software-Defined Perimeter (SDP): State of the Art Secure Solution for Modern Networks
Abdallah Moubayed, A. Refaey, A. Shami
2019IEEE Network115 citations
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IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective
Li Yang, A. Shami
2022Engineering applications of artificial intelligence95 citations Open access
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Multi-split optimized bagging ensemble model selection for multi-class educational data mining
Mohammadnoor Injadat, Abdallah Moubayed, Ali Bou Nassif, A. Shami
2020Applied intelligence (Boston)91 citations Open access
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PWPAE: An Ensemble Framework for Concept Drift Adaptation in IoT Data Streams
Li Yang, D. Manias, A. Shami
2021Global Communications Conference86 citations Open access
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Towards Intent-Based Network Management: Large Language Models for Intent Extraction in 5G Core Networks
D. Manias, Ali Chouman, A. Shami
2024International Workshop on the Design of Reliable Communication Networks81 citations Open access
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LCCDE: A Decision-Based Ensemble Framework for Intrusion Detection in The Internet of Vehicles
Li Yang, A. Shami, G. Stevens, Stephen De Rusett
2022Global Communications Conference71 citations Open access
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An Attention-based ConvLSTM Autoencoder with Dynamic Thresholding for Unsupervised Anomaly Detection in Multivariate Time Series
Tareq Tayeh, Sulaiman A. Aburakhia, Ryan Myers, A. Shami
2022Machine Learning and Knowledge Extraction67 citations Open access
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On the Security of SDN: A Completed Secure and Scalable Framework Using the Software-Defined Perimeter
A. Sallam, A. Refaey, A. Shami
2019IEEE Access65 citations Open access
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Detecting Botnet Attacks in IoT Environments: An Optimized Machine Learning Approach
Mohammadnoor Injadat, Abdallah Moubayed, A. Shami
2020International Congress of Mathematicans61 citations Open access
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Towards Supporting Intelligence in 5G/6G Core Networks: NWDAF Implementation and Initial Analysis
Ali Chouman, D. Manias, A. Shami
2022International Conference on Wireless Communications and Mobile Computing53 citations Open access
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Zero-Touch Networks: Towards Next-Generation Network Automation
Mirna El Rajab, Li Yang, A. Shami
2023arXiv.org48 citations
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Multi-Perspective Content Delivery Networks Security Framework Using Optimized Unsupervised Anomaly Detection
Li Yang, Abdallah Moubayed, A. Shami, Parisa Heidari +5 more
2021IEEE Transactions on Network and Service Management43 citations Open access
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Machine Learning for Performance-Aware Virtual Network Function Placement
D. Manias, M. Jammal, Hassan Hawilo, A. Shami +3 more
2019Global Communications Conference43 citations Open access
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Concept Drift Detection in Federated Networked Systems
D. Manias, I. Shaer, Li Yang, A. Shami
2021Global Communications Conference42 citations Open access
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On End-to-End Intelligent Automation of 6G Networks
Abdallah Moubayed, A. Shami, A. Al-Dulaimi
2022Future Internet39 citations Open access
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Model Drift in Dynamic Networks
D. Manias, Ali Chouman, A. Shami
2023IEEE Communications Magazine38 citations
Semantic Scholar
Distance-Based Anomaly Detection for Industrial Surfaces Using Triplet Networks
Tareq Tayeh, Sulaiman A. Aburakhia, Ryan Myers, A. Shami
2020IEEE Annual Information Technology, Electronics and Mobile Communication Conference37 citations Open access
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Multilevel Security Framework for NFV Based on Software Defined Perimeter
Jaspreet Singh, A. Refaey, A. Shami
2020IEEE Network35 citations
Semantic Scholar
Multi-Component V2X Applications Placement in Edge Computing Environment
I. Shaer, Anwar Haque, A. Shami
2019ICC 2020 - 2020 IEEE International Conference on Communications (ICC)34 citations Open access
Semantic Scholar
Zero-touch networks: Towards next-generation network automation
Mirna El Rajab, Li Yang, A. Shami
2024Comput. Networks33 citations Open access
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An NWDAF Approach to 5G Core Network Signaling Traffic: Analysis and Characterization
D. Manias, Ali Chouman, A. Shami
2022Global Communications Conference33 citations Open access
Semantic Scholar
Ensemble-based Feature Selection and Classification Model for DNS Typo-squatting Detection
Abdallah Moubayed, Emad Aqeeli, A. Shami
2020Canadian Conference on Electrical and Computer Engineering30 citations Open access
Semantic Scholar
Semantic Routing for Enhanced Performance of LLM-Assisted Intent-Based 5G Core Network Management and Orchestration
D. Manias, Ali Chouman, A. Shami
2024Global Communications Conference29 citations Open access
Semantic Scholar
Intelligent Active Queue Management Using Explicit Congestion Notification
Cesar A. Gomez, Xian-Bin Wang, A. Shami
2019Global Communications Conference28 citations Open access
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Performance Analysis of SDP For Secure Internal Enterprises
Palash Kumar, Abdallah Moubayed, A. Refaey, A. Shami +1 more
2019IEEE Wireless Communications and Networking Conference28 citations
Semantic Scholar
IDS-ML: An open source code for Intrusion Detection System development using Machine Learning
Li Yang, A. Shami
2022Softw. Impacts27 citations Open access
Semantic Scholar
Exploring Microservices as the Architecture of Choice for Network Function Virtualization Platforms
Hassan Hawilo, M. Jammal, A. Shami
2019IEEE Network27 citations
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The Need for Advanced Intelligence in NFV Management and Orchestration
D. Manias, A. Shami
2020IEEE Network26 citations Open access
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Downtime-Aware O-RAN VNF Deployment Strategy for Optimized Self-Healing in the O-Cloud
Ibrahim Tamim, Anas Saci, M. Jammal, A. Shami
2021Global Communications Conference23 citations Open access
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Optimized Random Forest Model for Botnet Detection Based on DNS Queries
Abdallah Moubayed, Mohammadnoor Injadat, A. Shami
2020International Congress of Mathematicans21 citations Open access
Semantic Scholar
A Transfer Learning Framework for Anomaly Detection Using Model of Normality
Sulaiman A. Aburakhia, Tareq Tayeh, Ryan Myers, A. Shami
2020IEEE Annual Information Technology, Electronics and Mobile Communication Conference21 citations Open access
Semantic Scholar
On IoT applications: a proposed SDP framework for MQTT
A. Refaey, A. Sallam, A. Shami
2019Electronics Letters21 citations Open access
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Toward Zero Touch Networks: Cross-Layer Automated Security Solutions for 6G Wireless Networks
Li Yang, S. Naser, A. Shami, Sami Muhaidat +2 more
2025IEEE Transactions on Communications19 citations Open access
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On the Intersection of Signal Processing and Machine Learning: A Use Case-Driven Analysis Approach
Sulaiman A. Aburakhia, A. Shami, G. Karagiannidis
2024arXiv.org19 citations
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Traffic navigation via reinforcement learning with episodic-guided prioritized experience replay
Hossein Hassani, S. Nikan, A. Shami
2024Engineering applications of artificial intelligence18 citations Open access
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OTN-over-WDM optimization in 5G networks: key challenges and innovation opportunities
Abdallah Moubayed, D. Manias, A. Javadtalab, Mahdi Hemmati +2 more
2023Photonic network communications17 citations Open access
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The Role of Optical Transport Networks in 6G and Beyond: A Vision and Call to Action
D. Manias, A. Javadtalab, Joe Naoum-Sawaya, A. Shami
2023J. Sens. Actuator Networks16 citations Open access
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Intelligent O-RAN Traffic Steering for URLLC Through Deep Reinforcement Learning
Ibrahim Tamim, Sam Aleyadeh, A. Shami
2023ICC 2023 - IEEE International Conference on Communications15 citations Open access
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A Model Drift Detection and Adaptation Framework for 5G Core Networks
D. Manias, Ali Chouman, A. Shami
2022International Mediterranean Conference on Communications and Networking15 citations Open access
Semantic Scholar
Securing Smart Home Networks with Software-Defined Perimeter
A. Sallam, A. Refaey, A. Shami
20192019 15th International Wireless Communications & Mobile Computing Conference (IWCMC)14 citations
Semantic Scholar
Robust traffic grooming and infrastructure placement in OTN-over-DWDM networks
D. Manias, Joe Naoum-Sawaya, A. Shami, A. Javadtalab +2 more
2023Journal of Optical Communications and Networking13 citations
Semantic Scholar
Cost-optimal V2X Service Placement in Distributed Cloud/Edge Environment
Abdallah Moubayed, A. Shami, Parisa Heidari, Adel Larabi +1 more
20202020 16th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob)(50308)13 citations Open access
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