| # | Title | Journal | Year | Citations |
|---|
| 1 | Edge computing: A survey | Future Generation Computer Systems | 2019 | 634 |
| 2 | Caching in the Sky: Proactive Deployment of Cache-Enabled Unmanned Aerial Vehicles for Optimized Quality-of-Experience | IEEE Journal on Selected Areas in Communications | 2017 | 610 |
| 3 | A Deep Reinforcement Learning Network for Traffic Light Cycle Control | IEEE Transactions on Vehicular Technology | 2019 | 318 |
| 4 | Federated Learning for Internet of Things: Recent Advances, Taxonomy, and Open Challenges | IEEE Communications Surveys and Tutorials | 2021 | 290 |
| 5 | The role of big data analytics in industrial Internet of Things | Future Generation Computer Systems | 2019 | 234 |
| 6 | Cloud/Fog Computing Resource Management and Pricing for Blockchain Networks | IEEE Internet of Things Journal | 2019 | 234 |
| 7 | Joint Optimization of Caching, Computing, and Radio Resources for Fog-Enabled IoT Using Natural Actor–Critic Deep Reinforcement Learning | IEEE Internet of Things Journal | 2019 | 227 |
| 8 | Internet of things forensics: Recent advances, taxonomy, requirements, and open challenges | Future Generation Computer Systems | 2019 | 217 |
| 9 | Federated Learning Over Wireless Networks: Convergence Analysis and Resource Allocation | IEEE/ACM Transactions on Networking | 2021 | 196 |
| 10 | Joint Communication, Computation, Caching, and Control in Big Data Multi-Access Edge Computing | IEEE Transactions on Mobile Computing | 2020 | 184 |
| 11 | Traffic-Aware and Energy-Efficient vNF Placement for Service Chaining: Joint Sampling and Matching Approach | IEEE Transactions on Services Computing | 2020 | 157 |
| 12 | eMBB-URLLC Resource Slicing: A Risk-Sensitive Approach | IEEE Communications Letters | 2019 | 148 |
| 13 | Spectrum Sharing Planning for Full-Duplex UAV Relaying Systems With Underlaid D2D Communications | IEEE Journal on Selected Areas in Communications | 2018 | 142 |
| 14 | A Survey of Optimization Approaches for Wireless Physical Layer Security | IEEE Communications Surveys and Tutorials | 2019 | 138 |
| 15 | Low-Complexity and High-Resolution DOA Estimation for Hybrid Analog and Digital Massive MIMO Receive Array | IEEE Transactions on Communications | 2018 | 134 |
| 16 | Joint Radio and Computational Resource Allocation in IoT Fog Computing | IEEE Transactions on Vehicular Technology | 2018 | 132 |
| 17 | Computation Offloading With Data Caching Enhancement for Mobile Edge Computing | IEEE Transactions on Vehicular Technology | 2018 | 119 |
| 18 | Decentralized Computation Offloading and Resource Allocation for Mobile-Edge Computing: A Matching Game Approach | IEEE Access | 2018 | 114 |
| 19 | Contract Mechanism and Performance Analysis for Data Transaction in Mobile Social Networks | IEEE Transactions on Network Science and Engineering | 2019 | 109 |
| 20 | Mode Selection and Resource Allocation in Device-to-Device Communications: A Matching Game Approach | IEEE Transactions on Mobile Computing | 2017 | 108 |
| 21 | FLchain: Federated Learning via MEC-enabled Blockchain Network | | 2019 | 104 |
| 22 | A Survey on Socially Aware Device-to-Device Communications | IEEE Communications Surveys and Tutorials | 2018 | 103 |
| 23 | A cost- and performance-effective approach for task scheduling based on collaboration between cloud and fog computing | International Journal of Distributed Sensor Networks | 2017 | 100 |
| 24 | Wireless Edge Computing With Latency and Reliability Guarantees | Proceedings of the IEEE | 2019 | 100 |
| 25 | Resource Allocation for Ultra-Reliable and Enhanced Mobile Broadband IoT Applications in Fog Network | IEEE Transactions on Communications | 2019 | 100 |
| 26 | Sentiment analysis of social networking sites (SNS) data using machine learning approach for the measurement of depression | | 2017 | 99 |
| 27 | Hierarchical Edge Caching in Device-to-Device Aided Mobile Networks: Modeling, Optimization, and Design | IEEE Journal on Selected Areas in Communications | 2018 | 98 |
| 28 | Resource Allocation for Device-to-Device Communications Underlaying Heterogeneous Cellular Networks Using Coalitional Games | IEEE Transactions on Wireless Communications | 2018 | 91 |
| 29 | Optimal Pricing-Based Edge Computing Resource Management in Mobile Blockchain | | 2018 | 88 |
| 30 | Smart Agriculture Using IoT Multi-Sensors: A Novel Watering Management System | Journal of Sensor and Actuator Networks | 2019 | 88 |
| 31 | Enhancing Information Security via Physical Layer Approaches in Heterogeneous IoT With Multiple Access Mobile Edge Computing in Smart City | IEEE Access | 2019 | 83 |
| 32 | Coexistence Mechanism Between eMBB and uRLLC in 5G Wireless Networks | IEEE Transactions on Communications | 2021 | 82 |
| 33 | Coordinated Device-to-Device Communication With Non-Orthogonal Multiple Access in Future Wireless Cellular Networks | IEEE Access | 2018 | 77 |
| 34 | A Prediction-Based Charging Policy and Interference Mitigation Approach in the Wireless Powered Internet of Things | IEEE Journal on Selected Areas in Communications | 2019 | 76 |
| 35 | Slicing the Edge: Resource Allocation for RAN Network Slicing | IEEE Wireless Communications Letters | 2018 | 71 |
| 36 | Intelligent Omni-Surfaces: Ubiquitous Wireless Transmission by Reflective-Refractive Metasurfaces | IEEE Transactions on Wireless Communications | 2022 | 71 |
| 37 | An Efficient Time Slot Acquisition on the Hybrid TDMA/CSMA Multichannel MAC in VANETs | IEEE Communications Letters | 2016 | 70 |
| 38 | Completion Time Minimization With Path Planning for Fixed-Wing UAV Communications | IEEE Transactions on Wireless Communications | 2019 | 70 |
| 39 | “Fast deep learning computer-aided diagnosis of COVID-19 based on digital chest x-ray images” | Applied Intelligence | 2021 | 66 |
| 40 | Solar farside magnetograms from deep learning analysis of STEREO/EUVI data | Nature Astronomy | 2019 | 64 |
| 41 | Offloading in HetNet: A Coordination of Interference Mitigation, User Association, and Resource Allocation | IEEE Transactions on Mobile Computing | 2017 | 60 |
| 42 | Artificial intelligence for the diagnosis of heart failure | Npj Digital Medicine | 2020 | 60 |
| 43 | Critical Factors Influencing Decision to Adopt Human Resource Information System (HRIS) in Hospitals | PLoS ONE | 2016 | 60 |
| 44 | DeepX: Deep Learning Accelerator for Restricted Boltzmann Machine Artificial Neural Networks | IEEE Transactions on Neural Networks and Learning Systems | 2018 | 58 |
| 45 | QoE-Enabled Unlicensed Spectrum Sharing in 5G: A Game-Theoretic Approach | IEEE Access | 2018 | 58 |
| 46 | Statistical Application Fingerprinting for DDoS Attack Mitigation | IEEE Transactions on Information Forensics and Security | 2019 | 58 |
| 47 | Multi-agent and reinforcement learning based code offloading in mobile fog | | 2016 | 57 |
| 48 | Resource Allocation for 5G Heterogeneous Cloud Radio Access Networks With D2D Communication: A Matching and Coalition Approach | IEEE Transactions on Vehicular Technology | 2018 | 57 |
| 49 | iCBLS: An interactive case-based learning system for medical education | International Journal of Medical Informatics | 2018 | 57 |
| 50 | A Stackelberg Game Approach to Proactive Caching in Large-Scale Mobile Edge Networks | IEEE Transactions on Wireless Communications | 2018 | 57 |
