IEEE Transactions on Network and Service Management

Article	Citations
Lucid: A Practical, Lightweight Deep Learning Solution for DDoS Attack Detection	171
DMRO: A Deep Meta Reinforcement Learning-Based Task Offloading Framework for Edge-Cloud Computing	129
Privacy-Preserved Task Offloading in Mobile Blockchain With Deep Reinforcement Learning	117
Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection	115
XAI Meets Mobile Traffic Classification: Understanding and Improving Multimodal Deep Learning Architectures	104
Efficient and Secure Multi-User Multi-Task Computation Offloading for Mobile-Edge Computing in Mobile IoT Networks	101
A Unified Deep Learning Anomaly Detection and Classification Approach for Smart Grid Environments	97
Multi-Agent DRL for Task Offloading and Resource Allocation in Multi-UAV Enabled IoT Edge Network	95
HitAnomaly: Hierarchical Transformers for Anomaly Detection in System Log	92
A Survey and Future Directions on Clustering: From WSNs to IoT and Modern Networking Paradigms	88
Critical Impact of Social Networks Infodemic on Defeating Coronavirus COVID-19 Pandemic: Twitter-Based Study and Research Directions	86
A Comprehensive Survey on the E2E 5G Network Slicing Model	86
Network Abnormal Traffic Detection Model Based on Semi-Supervised Deep Reinforcement Learning	75
Gradient Boosting Feature Selection With Machine Learning Classifiers for Intrusion Detection on Power Grids	72
Real-Time Multiple-Workflow Scheduling in Cloud Environments	69
Machine Learning-Based Scaling Management for Kubernetes Edge Clusters	68
Intelligent Routing Based on Reinforcement Learning for Software-Defined Networking	64
Dynamic On-Demand Fog Formation Offering On-the-Fly IoT Service Deployment	63
Network Slice Reconfiguration by Exploiting Deep Reinforcement Learning With Large Action Space	62
FlowPic: A Generic Representation for Encrypted Traffic Classification and Applications Identification	61
Mobility Aware and Dynamic Migration of MEC Services for the Internet of Vehicles	60
A Decentralized Framework for Serverless Edge Computing in the Internet of Things	59
AI-Based Resource Provisioning of IoE Services in 6G: A Deep Reinforcement Learning Approach	57
Deep Reinforcement Adversarial Learning Against Botnet Evasion Attacks	57
Centralized and Federated Learning for Predictive VNF Autoscaling in Multi-Domain 5G Networks and Beyond	56

Trust-Based Blockchain Authorization for IoT	56
Swarm of UAVs for Network Management in 6G: A Technical Review	55
Design and Evaluation of Reconfigurable SDN LEO Constellations	55
A New Method for Flow-Based Network Intrusion Detection Using the Inverse Potts Model	54
Energy-Efficient Resource Allocation in Cognitive Radio Networks Under Cooperative Multi-Agent Model-Free Reinforcement Learning Schemes	54
A Fuzzy Logic-Based Intelligent Multiattribute Routing Scheme for Two-Layered SDVNs	54
Edge Blockchain Assisted Lightweight Privacy-Preserving Data Aggregation for Smart Grid	53
CANnolo: An Anomaly Detection System Based on LSTM Autoencoders for Controller Area Network	53
DETONAR: Detection of Routing Attacks in RPL-Based IoT	52
A Continuous-Decision Virtual Network Embedding Scheme Relying on Reinforcement Learning	52
Experimental Review of Neural-Based Approaches for Network Intrusion Management	50
Holu: Power-Aware and Delay-Constrained VNF Placement and Chaining	48
Sel-INT: A Runtime-Programmable Selective In-Band Network Telemetry System	47
APPM: Adaptive Parallel Processing Mechanism for Service Function Chains	47
Survey of Network Intrusion Detection Methods From the Perspective of the Knowledge Discovery in Databases Process	47
Dynamic Offloading and Resource Scheduling for Mobile-Edge Computing With Energy Harvesting Devices	46
Characterization and Prediction of Mobile-App Traffic Using Markov Modeling	45
Anomaly Detection for Insider Threats Using Unsupervised Ensembles	45
Efficient Handover Mechanism for Radio Access Network Slicing by Exploiting Distributed Learning	45
Rumor Diffusion Model Based on Representation Learning and Anti-Rumor	44
On Demand Fog Federations for Horizontal Federated Learning in IoV	44
Energy-Efficient Hierarchical Resource Allocation in Uplink–Downlink Decoupled NOMA HetNets	43
Towards a Trust-Enhanced Blockchain P2P Topology for Enabling Fast and Reliable Broadcast	42
Secure Multi-keyword Fuzzy Searches With Enhanced Service Quality in Cloud Computing	42
Privacy-Preserving Approach PBCN in Social Network With Differential Privacy	42
DeepGuard: Efficient Anomaly Detection in SDN With Fine-Grained Traffic Flow Monitoring	42
Decentralized Lightweight Group Key Management for Dynamic Access Control in IoT Environments	41
A Multi-Dimensional Deep Learning Framework for IoT Malware Classification and Family Attribution	40
Attack Graph-Based Moving Target Defense in Software-Defined Networks	40
Bringing Intelligence to Software Defined Networks: Mitigating DDoS Attacks	40
Adversarial Network Traffic: Towards Evaluating the Robustness of Deep-Learning-Based Network Traffic Classification	40
Reliability-Aware Service Function Chaining With Function Decomposition and Multipath Routing	39
Unsupervised Online Anomaly Detection With Parameter Adaptation for KPI Abrupt Changes	38
Virtual Network Function Placement in Satellite Edge Computing With a Potential Game Approach	38
Experimental V2X Evaluation for C-V2X and ITS-G5 Technologies in a Real-Life Highway Environment	37
Resource Optimization and Delay Guarantee Virtual Network Function Placement for Mapping SFC Requests in Cloud Networks	37
A Framework for eBPF-Based Network Functions in an Era of Microservices	37
WIDS: An Anomaly Based Intrusion Detection System for Wi-Fi (IEEE 802.11) Protocol	36
Trust-Related Attacks and Their Detection: A Trust Management Model for the Social IoT	35
Joint Availability Guarantee and Resource Optimization of Virtual Network Function Placement in Data Center Networks	35
Optimal Decision Making Approach for Cyber Security Defense Using Evolutionary Game	34
Contract-Based Resource Sharing for Time Effective Task Scheduling in Fog-Cloud Environment	33
Multi-Tenant Provisioning for Quantum Key Distribution Networks With Heuristics and Reinforcement Learning: A Comparative Study	32
Reliable Placement of Service Function Chains and Virtual Monitoring Functions With Minimal Cost in Softwarized 5G Networks	32
ViCrypt to the Rescue: Real-Time, Machine-Learning-Driven Video-QoE Monitoring for Encrypted Streaming Traffic	31
Availability- and Traffic-Aware Placement of Parallelized SFC in Data Center Networks	31
Reliable Slicing of 5G Transport Networks With Bandwidth Squeezing and Multi-Path Provisioning	30
Multi-Agent Based Autonomic Network Management Architecture	30
Burst Traffic Scheduling for Hybrid E/O Switching DCN: An Error Feedback Spiking Neural Network Approach	30
Predicting Network Flow Characteristics Using Deep Learning and Real-World Network Traffic	30

DRL-QOR: Deep Reinforcement Learning-Based QoS/QoE-Aware Adaptive Online Orchestration in NFV-Enabled Networks	30
In-Network Volumetric DDoS Victim Identification Using Programmable Commodity Switches	30
DDQP: A Double Deep Q-Learning Approach to Online Fault-Tolerant SFC Placement	30
Blockchain on Security and Forensics Management in Edge Computing for IoT: A Comprehensive Survey	29
LogClass: Anomalous Log Identification and Classification With Partial Labels	29
RESDN: A Novel Metric and Method for Energy Efficient Routing in Software Defined Networks	29
P8: P4 With Predictable Packet Processing Performance	28
Joint Dynamical VNF Placement and SFC Routing in NFV-Enabled SDNs	28
Can Fine-Grained Functional Split Benefit to the Converged Optical-Wireless Access Networks in 5G and Beyond?	28
Deep Learning and Zero-Day Traffic Classification: Lessons Learned From a Commercial-Grade Dataset	28
5MART: A 5G SMART Scheduling Framework for Optimizing QoS Through Reinforcement Learning	28
The Cross-Evaluation of Machine Learning-Based Network Intrusion Detection Systems	27
Data Fusion Oriented Graph Convolution Network Model for Rumor Detection	27
Throughput-Aware Partitioning and Placement of Applications in Fog Computing	27
Griffin: Real-Time Network Intrusion Detection System via Ensemble of Autoencoder in SDN	27
An Efficient Approach to Robust SDN Controller Placement for Security	27
Backup Network Design Against Multiple Link Failures to Avoid Link Capacity Overestimation	26
Anonymous and Verifiable Reputation System for E-Commerce Platforms Based on Blockchain	26
Dynamic Controller Assignment in Software Defined Internet of Vehicles Through Multi-Agent Deep Reinforcement Learning	26
Fine-Grained Cloud Resource Provisioning for Virtual Network Function	26
Spotting Political Social Bots in Twitter: A Use Case of the 2019 Spanish General Election	26
An Extended Framework of Privacy-Preserving Computation With Flexible Access Control	26
Throughput Optimization and Delay Guarantee VNF Placement for Mapping SFC Requests in NFV-Enabled Networks	26
Euclid: A Fully In-Network, P4-Based Approach for Real-Time DDoS Attack Detection and Mitigation	26
Mobility-Aware Seamless Handover With MPTCP in Software-Defined HetNets	25
Caching Popular Transient IoT Contents in an SDN-Based Edge Infrastructure	25
Improving End-Users Utility in Software-Defined Wide Area Network Systems	25
Workflow-Aware Automatic Fault Diagnosis for Microservice-Based Applications With Statistics	25
Sub-Linear Scalability of MQTT Clusters in Topic-Based Publish-Subscribe Applications	25
Chronos: DDoS Attack Detection Using Time-Based Autoencoder	25
Blockchain-Enabled Resource Trading and Deep Reinforcement Learning-Based Autonomous RAN Slicing in 5G	25
SDCF: A Software-Defined Cyber Foraging Framework for Cloudlet Environment	25
Risk-Aware Energy Scheduling for Edge Computing With Microgrid: A Multi-Agent Deep Reinforcement Learning Approach	24
DRSIR: A Deep Reinforcement Learning Approach for Routing in Software-Defined Networking	24
Reliability-Oriented and Resource-Efficient Service Function Chain Construction and Backup	24
SINR-Based Analysis of IEEE 802.11p/bd Broadcast VANETs for Safety Services	24
An Incremental Learning Method Based on Dynamic Ensemble RVM for Intrusion Detection	24
NFV Platforms: Taxonomy, Design Choices and Future Challenges	24
Risk-Aware Edge Computation Offloading Using Bayesian Stackelberg Game	24
Cuckoo Filters and Bloom Filters: Comparison and Application to Packet Classification	24
A New Mutual Authentication and Key Agreement Protocol for Mobile Client—Server Environment	24
A Cost-Sensitive Deep Learning-Based Approach for Network Traffic Classification	24
PA-Cache: Evolving Learning-Based Popularity- Aware Content Caching in Edge Networks	24
Neural and Attentional Factorization Machine-Based Web API Recommendation for Mashup Development	23
Socially-Aware-Clustering-Enabled Federated Learning for Edge Networks	23
Cooperative Network Model for Joint Mobile Sink Scheduling and Dynamic Buffer Management Using Q-Learning	23
Lightweight Misbehavior Detection Management of Embedded IoT Devices in Medical Cyber Physical Systems	23
Virtualized Network Function Forwarding Graph Placing in SDN and NFV-Enabled IoT Networks: A Graph Neural Network Assisted Deep Reinforcement Learning Method	23
SILedger: A Blockchain and ABE-based Access Control for Applications in SDN-IoT Networks	23
Dynamic Distributed Multi-Path Aided Load Balancing for Optical Data Center Networks	23
Dynamic Allocation of Computing and Communication Resources in Multi-Access Edge Computing for Mobile Users	22
Quantitative Performance Comparison of Various Traffic Shapers in Time-Sensitive Networking	22
Evaluating QUIC Performance Over Web, Cloud Storage, and Video Workloads	22
NDMF: Neighborhood-Integrated Deep Matrix Factorization for Service QoS Prediction	22
Multi-Objective Deep Reinforcement Learning Assisted Service Function Chains Placement	22
Resilient and Latency-Aware Orchestration of Network Slices Using Multi-Connectivity in MEC-Enabled 5G Networks	22
Capacitated Shortest Path Tour Problem-Based Integer Linear Programming for Service Chaining and Function Placement in NFV Networks	22
Time-Sensitive Mobile User Association and SFC Placement in MEC-Enabled 5G Networks	21
Assessing Container Network Interface Plugins: Functionality, Performance, and Scalability	21
GDM: A General Distributed Method for Cross-Domain Service Function Chain Embedding	21
Code Caching-Assisted Computation Offloading and Resource Allocation for Multi-User Mobile Edge Computing	21
Joint Resource Optimization and Delay-Aware Virtual Network Function Migration in Data Center Networks	21
Network Intrusion Detection and Comparative Analysis Using Ensemble Machine Learning and Feature Selection	21
Joint Optimization With DNN Partitioning and Resource Allocation in Mobile Edge Computing	21
Robust Service Provisioning With Service Function Chain Requirements in Mobile Edge Computing	21
Reliable and Efficient Multimedia Service Optimization for Edge Computing-Based 5G Networks: Game Theoretic Approaches	20
Optimized Joint Allocation of Radio, Optical, and MEC Resources for the 5G and Beyond Fronthaul	20
Availability-Aware and Energy-Efficient Virtual Cluster Allocation Based on Multi-Objective Optimization in Cloud Datacenters	20
Scalable Virtual Network Video-Optimizer for Adaptive Real-Time Video Transmission in 5G Networks	20
Cross-Network-Slice Authentication Scheme for the 5 th Generation Mobile Communication System	20
pHeavy: Predicting Heavy Flows in the Programmable Data Plane	20
Understanding Selfish Mining in Imperfect Bitcoin and Ethereum Networks With Extended Forks	20
A Fault Tolerant Elastic Resource Management Framework Toward High Availability of Cloud Services	20
Virtual Network Function Allocation to Maximize Continuous Available Time of Service Function Chains With Availability Schedule	20
Resiliency-Aware Deployment of SDN in Smart Grid SCADA: A Formal Synthesis Model	20
FlexChain: Bridging Parallelism and Placement for Service Function Chains	20
DeepCC: Multi-Agent Deep Reinforcement Learning Congestion Control for Multi-Path TCP Based on Self-Attention	20
Data-Driven RAN Slicing Mechanisms for 5G and Beyond	19
MapChain: A Blockchain-Based Verifiable Healthcare Service Management in IoT-Based Big Data Ecosystem	19
A Scalable Approach to SDN Control Plane Management: High Utilization Comes With Low Latency	19

BALANCE: Link Flooding Attack Detection and Mitigation via Hybrid-SDN	19
A Forecasting Approach to Improve Control and Management for 5G Networks	19
Secure Task Offloading in Blockchain-Enabled Mobile Edge Computing With Deep Reinforcement Learning	19
Practical Intrusion Detection of Emerging Threats	19
Frequency-Minimal Utility-Maximal Moving Target Defense Against DDoS in SDN-Based Systems	19
Adaptive Computation Offloading Policy for Multi-Access Edge Computing in Heterogeneous Wireless Networks	19
RoPE: An Architecture for Adaptive Data-Driven Routing Prediction at the Edge	19
OSCAR: On Optimizing Resource Utilization in Live Video Streaming	19
Hierarchical Anomaly-Based Detection of Distributed DNS Attacks on Enterprise Networks	19
A Dynamic and Collaborative Multi-Layer Virtual Network Embedding Algorithm in SDN Based on Reinforcement Learning	19
Soft-Failure Detection, Localization, Identification, and Severity Prediction by Estimating QoT Model Input Parameters	19
Decentralized and Lightweight Approach to Detect Eclipse Attacks on Proof of Work Blockchains	19
Optimized IoT Service Chain Implementation in Edge Cloud Platform: A Deep Learning Framework	18
In-Band Network Monitoring Technique to Support SDN-Based Wireless Networks	18
Online Sparse BLSTM Models for Resource Usage Prediction in Cloud Datacentres	18
Traffic Engineering With Three-Segments Routing	18
Tensor-Based Recurrent Neural Network and Multi-Modal Prediction With Its Applications in Traffic Network Management	18
DNS Tunneling Detection by Cache-Property-Aware Features	18
AEGIS: Detection and Mitigation of TCP SYN Flood on SDN Controller	18
Traffic Engineering in Segment Routing Networks Using MILP	18
A Survey on Blockchain-Based Telecommunication Services Marketplaces	18
Deep Learning and Onion Routing-Based Collaborative Intelligence Framework for Smart Homes Underlying 6G Networks	18
Blockchain State Sharding With Space-Aware Representations	18
A Network Intelligence Architecture for Efficient VNF Lifecycle Management	18
Self-Learning Multi-Objective Service Coordination Using Deep Reinforcement Learning	18
E2E QoS Guarantee for the Tactile Internet via Joint NFV and Radio Resource Allocation	18
DeepEdge: A New QoE-Based Resource Allocation Framework Using Deep Reinforcement Learning for Future Heterogeneous Edge-IoT Applications	18
Mobile Traffic Classification Through Physical Control Channel Fingerprinting: A Deep Learning Approach	18
TSAGen: Synthetic Time Series Generation for KPI Anomaly Detection	17
Botnet Fingerprinting: A Frequency Distributions Scheme for Lightweight Bot Detection	17
A Privacy-Preserving Reinforcement Learning Algorithm for Multi-Domain Virtual Network Embedding	17
On Ransomware Family Attribution Using Pre-Attack Paranoia Activities	17
An Online Entropy-Based DDoS Flooding Attack Detection System With Dynamic Threshold	17
Ensuring Reliability and Low Cost When Using a Parallel VNF Processing Approach to Embed Delay-Constrained Slices	17
Uncertainty-Aware Resource Provisioning for Network Slicing	17
A Heuristically Assisted Deep Reinforcement Learning Approach for Network Slice Placement	17
Accelerating Virtual Network Functions With Fast-Slow Path Architecture Using eXpress Data Path	17
AI-Based Network-Aware Service Function Chain Migration in 5G and Beyond Networks	17
Multi-Domain Network Slicing With Latency Equalization	17
SVM-Based Task Admission Control and Computation Offloading Using Lyapunov Optimization in Heterogeneous MEC Network	17
Deadline-Aware SFC Orchestration Under Demand Uncertainty	17
Machine Learning-Based Radio Coverage Prediction in Urban Environments	17
Foureye: Defensive Deception Against Advanced Persistent Threats via Hypergame Theory	17
Multi-Dimensional Resource Allocation in Distributed Data Centers Using Deep Reinforcement Learning	17
Disaster Protection in Inter-DataCenter Networks Leveraging Cooperative Storage	17
GMTA: A Geo-Aware Multi-Agent Task Allocation Approach for Scientific Workflows in Container-Based Cloud	17
Deploying SDN Control in Internet of UAVs: Q-Learning-Based Edge Scheduling	17
Distributed Evolutionary Hyperparameter Optimization for Fuzzy Time Series	17
Uncovering Lateral Movement Using Authentication Logs	17
fybrrLink: Efficient QoS-Aware Routing in SDN Enabled Future Satellite Networks	17
Joint Progressive Network and Datacenter Recovery After Large-Scale Disasters	17
Estimation of the Quality of Experience During Video Streaming From Facial Expression and Gaze Direction	17
A Statistical Approach for Detection of Denial of Service Attacks in Computer Networks	17
CoScal: Multifaceted Scaling of Microservices With Reinforcement Learning	16
Unavailability-Aware Shared Virtual Backup Allocation for Middleboxes: A Queueing Approach	16
Auto-Scaling Network Service Chains Using Machine Learning and Negotiation Game	16
Mosaic: Advancing User Quality of Experience in 360-Degree Video Streaming With Machine Learning	16
Study of Virtual Network Function Placement in 5G Cloud Radio Access Network	16
Outage Analysis and Reliability Enhancement of Hybrid VLC-RF Networks Using Cooperative Non-Orthogonal Multiple Access	16
TSSM: Time-Sharing Switch Migration to Balance Loads of Distributed SDN Controllers	16
Optimal Network Slicing for Service-Oriented Networks With Flexible Routing and Guaranteed E2E Latency	16
Petri Net-Based Reliability Assessment and Migration Optimization Strategy of SFC	16
Comparative Performability Assessment of SFCs: The Case of Containerized IP Multimedia Subsystem	16
A Blockchain-Based Multi-CA Cross-Domain Authentication Scheme in Decentralized Autonomous Network	16
Bloom Filter With a False Positive Free Zone	16
Delay-Sensitive Multi-Source Multicast Resource Optimization in NFV-Enabled Networks: A Column Generation Approach	16
Provisioning Optimization for Determining and Embedding 5G End-to-End Information Centric Network Slice	15
A Scaling Mechanism for an Evolved Packet Core Based on Network Functions Virtualization	15
SDFA: A Service-Driven Fragmentation-Aware Resource Allocation in Elastic Optical Networks	15
A Novel Autonomous Profiling Method for the Next-Generation NFV Orchestrators	15
Adoption of Email Anti-Spoofing Schemes: A Large Scale Analysis	15
STAD: Spatio-Temporal Anomaly Detection Mechanism for Mobile Network Management	15
Resource Allocation in Data Centers Using Fast Reinforcement Learning Algorithms	15
Multi-Objective Control Plane Dimensioning in Hybrid SDN/Legacy Networks	15
A Packet Loss Monitoring System for In-Band Network Telemetry: Detection, Localization, Diagnosis and Recovery	15
Smart Zero-Touch Management of UAV-Based Edge Network	15
μDFL: A Secure Microchained Decentralized Federated Learning Fabric Atop IoT Networks	15
Resource Allocation in an Open RAN System Using Network Slicing	15
Demystifying the Transferability of Adversarial Attacks in Computer Networks	15
Dynamic Microservice Allocation for Virtual Reality Distribution With QoE Support	15
Adaptive Feature Selection and Construction for Day-Ahead Load Forecasting Use Deep Learning Method	15
Toward Consistent SDNs: A Case for Network State Fuzzing	15
Towards Automatic Network Slicing for the Internet of Space Things	15
Multi-Agent Meta-Reinforcement Learning for Self-Powered and Sustainable Edge Computing Systems	15
Privacy and Transparency in CBDCs: A Regulation-by-Design AML/CFT Scheme	14
Log Sequence Anomaly Detection Based on Local Information Extraction and Globally Sparse Transformer Model	14
Network Function Offloading Through Classification of Elephant Flows	14
ML-Based IDPS Enhancement With Complementary Features for Home IoT Networks	14
IntFlow: Integrating Per-Packet and Per-Flowlet Switching Strategy for Load Balancing in Datacenter Networks	14
Network Services Anomalies in NFV: Survey, Taxonomy, and Verification Methods	14
Risk-Aware Cloud-Edge Computing Framework for Delay-Sensitive Industrial IoTs	14
Joint Computation Offloading and Resource Allocation Under Task-Overflowed Situations in Mobile-Edge Computing	14
Enabling Dynamically Centralized RAN Architectures in 5G and Beyond	14
Multi-Path Selection and Congestion Control for NDN: An Online Learning Approach	14
On Sustained Zero Trust Conceptualization Security for Mobile Core Networks in 5G and Beyond	14