OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Network and Service Management is 45. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-03-01 to 2024-03-01.)

Article	Citations
Interpretable Feature Learning in Multivariate Big Data Analysis for Network Monitoring	976500490
Lucid: A Practical, Lightweight Deep Learning Solution for DDoS Attack Detection	167
Secure Data Encryption Based on Quantum Walks for 5G Internet of Things Scenario	153
DMRO: A Deep Meta Reinforcement Learning-Based Task Offloading Framework for Edge-Cloud Computing	121
Privacy-Preserved Task Offloading in Mobile Blockchain With Deep Reinforcement Learning	113
Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection	108
XAI Meets Mobile Traffic Classification: Understanding and Improving Multimodal Deep Learning Architectures	100
Efficient and Secure Multi-User Multi-Task Computation Offloading for Mobile-Edge Computing in Mobile IoT Networks	99
IoT-KEEPER: Detecting Malicious IoT Network Activity Using Online Traffic Analysis at the Edge	98
A Unified Deep Learning Anomaly Detection and Classification Approach for Smart Grid Environments	92
Multi-Agent DRL for Task Offloading and Resource Allocation in Multi-UAV Enabled IoT Edge Network	89
A Survey and Future Directions on Clustering: From WSNs to IoT and Modern Networking Paradigms	87
A Comprehensive Survey on the E2E 5G Network Slicing Model	85
HitAnomaly: Hierarchical Transformers for Anomaly Detection in System Log	85
Critical Impact of Social Networks Infodemic on Defeating Coronavirus COVID-19 Pandemic: Twitter-Based Study and Research Directions	83
Analyzing Data Granularity Levels for Insider Threat Detection Using Machine Learning	72
Network Abnormal Traffic Detection Model Based on Semi-Supervised Deep Reinforcement Learning	71
Gradient Boosting Feature Selection With Machine Learning Classifiers for Intrusion Detection on Power Grids	68
Real-Time Multiple-Workflow Scheduling in Cloud Environments	68
Machine Learning-Based Scaling Management for Kubernetes Edge Clusters	65
Dynamic On-Demand Fog Formation Offering On-the-Fly IoT Service Deployment	63
Intelligent Routing Based on Reinforcement Learning for Software-Defined Networking	63
Network Slice Reconfiguration by Exploiting Deep Reinforcement Learning With Large Action Space	61
Secure Data Query Framework for Cloud and Fog Computing	61
Mobility Aware and Dynamic Migration of MEC Services for the Internet of Vehicles	58

A Decentralized Framework for Serverless Edge Computing in the Internet of Things	58
FlowPic: A Generic Representation for Encrypted Traffic Classification and Applications Identification	57
Deep Reinforcement Adversarial Learning Against Botnet Evasion Attacks	55
Design and Evaluation of Reconfigurable SDN LEO Constellations	54
AI-Based Resource Provisioning of IoE Services in 6G: A Deep Reinforcement Learning Approach	54
A New Method for Flow-Based Network Intrusion Detection Using the Inverse Potts Model	54
Trust-Based Blockchain Authorization for IoT	54
Energy-Efficient Resource Allocation in Cognitive Radio Networks Under Cooperative Multi-Agent Model-Free Reinforcement Learning Schemes	54
Centralized and Federated Learning for Predictive VNF Autoscaling in Multi-Domain 5G Networks and Beyond	53
Edge Blockchain Assisted Lightweight Privacy-Preserving Data Aggregation for Smart Grid	52
A Continuous-Decision Virtual Network Embedding Scheme Relying on Reinforcement Learning	51
CANnolo: An Anomaly Detection System Based on LSTM Autoencoders for Controller Area Network	51
DETONAR: Detection of Routing Attacks in RPL-Based IoT	50
A Fuzzy Logic-Based Intelligent Multiattribute Routing Scheme for Two-Layered SDVNs	50
Swarm of UAVs for Network Management in 6G: A Technical Review	50
Experimental Review of Neural-Based Approaches for Network Intrusion Management	49
APPM: Adaptive Parallel Processing Mechanism for Service Function Chains	47
Holu: Power-Aware and Delay-Constrained VNF Placement and Chaining	47
Managing IoT Cyber-Security Using Programmable Telemetry and Machine Learning	47
Sel-INT: A Runtime-Programmable Selective In-Band Network Telemetry System	46
Survey of Network Intrusion Detection Methods From the Perspective of the Knowledge Discovery in Databases Process	45
Dynamic Offloading and Resource Scheduling for Mobile-Edge Computing With Energy Harvesting Devices	45