IEEE Transactions on Network and Service Management

Article	Citations
Lucid: A Practical, Lightweight Deep Learning Solution for DDoS Attack Detection	173
DMRO: A Deep Meta Reinforcement Learning-Based Task Offloading Framework for Edge-Cloud Computing	139
Privacy-Preserved Task Offloading in Mobile Blockchain With Deep Reinforcement Learning	120
Multi-Stage Optimized Machine Learning Framework for Network Intrusion Detection	116
XAI Meets Mobile Traffic Classification: Understanding and Improving Multimodal Deep Learning Architectures	107
A Unified Deep Learning Anomaly Detection and Classification Approach for Smart Grid Environments	101
Efficient and Secure Multi-User Multi-Task Computation Offloading for Mobile-Edge Computing in Mobile IoT Networks	101
Multi-Agent DRL for Task Offloading and Resource Allocation in Multi-UAV Enabled IoT Edge Network	99
HitAnomaly: Hierarchical Transformers for Anomaly Detection in System Log	97
A Survey and Future Directions on Clustering: From WSNs to IoT and Modern Networking Paradigms	91
A Comprehensive Survey on the E2E 5G Network Slicing Model	89
Critical Impact of Social Networks Infodemic on Defeating Coronavirus COVID-19 Pandemic: Twitter-Based Study and Research Directions	86
Network Abnormal Traffic Detection Model Based on Semi-Supervised Deep Reinforcement Learning	77
Gradient Boosting Feature Selection With Machine Learning Classifiers for Intrusion Detection on Power Grids	75
Real-Time Multiple-Workflow Scheduling in Cloud Environments	71
Machine Learning-Based Scaling Management for Kubernetes Edge Clusters	70
Intelligent Routing Based on Reinforcement Learning for Software-Defined Networking	69
FlowPic: A Generic Representation for Encrypted Traffic Classification and Applications Identification	68
A Decentralized Framework for Serverless Edge Computing in the Internet of Things	65
AI-Based Resource Provisioning of IoE Services in 6G: A Deep Reinforcement Learning Approach	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	63
Swarm of UAVs for Network Management in 6G: A Technical Review	62
A Fuzzy Logic-Based Intelligent Multiattribute Routing Scheme for Two-Layered SDVNs	61
Mobility Aware and Dynamic Migration of MEC Services for the Internet of Vehicles	61

Deep Reinforcement Adversarial Learning Against Botnet Evasion Attacks	60
Centralized and Federated Learning for Predictive VNF Autoscaling in Multi-Domain 5G Networks and Beyond	58
A New Method for Flow-Based Network Intrusion Detection Using the Inverse Potts Model	58
Trust-Based Blockchain Authorization for IoT	57
Design and Evaluation of Reconfigurable SDN LEO Constellations	56
Energy-Efficient Resource Allocation in Cognitive Radio Networks Under Cooperative Multi-Agent Model-Free Reinforcement Learning Schemes	55
DETONAR: Detection of Routing Attacks in RPL-Based IoT	55
CANnolo: An Anomaly Detection System Based on LSTM Autoencoders for Controller Area Network	55
Edge Blockchain Assisted Lightweight Privacy-Preserving Data Aggregation for Smart Grid	54
A Continuous-Decision Virtual Network Embedding Scheme Relying on Reinforcement Learning	52
Experimental Review of Neural-Based Approaches for Network Intrusion Management	51
Anomaly Detection for Insider Threats Using Unsupervised Ensembles	50
Sel-INT: A Runtime-Programmable Selective In-Band Network Telemetry System	49
APPM: Adaptive Parallel Processing Mechanism for Service Function Chains	49
Survey of Network Intrusion Detection Methods From the Perspective of the Knowledge Discovery in Databases Process	49
Holu: Power-Aware and Delay-Constrained VNF Placement and Chaining	49
On Demand Fog Federations for Horizontal Federated Learning in IoV	48
Energy-Efficient Hierarchical Resource Allocation in Uplink–Downlink Decoupled NOMA HetNets	48
Dynamic Offloading and Resource Scheduling for Mobile-Edge Computing With Energy Harvesting Devices	48
Characterization and Prediction of Mobile-App Traffic Using Markov Modeling	47
Efficient Handover Mechanism for Radio Access Network Slicing by Exploiting Distributed Learning	45
Privacy-Preserving Approach PBCN in Social Network With Differential Privacy	45
Rumor Diffusion Model Based on Representation Learning and Anti-Rumor	44
DeepGuard: Efficient Anomaly Detection in SDN With Fine-Grained Traffic Flow Monitoring	43
Secure Multi-keyword Fuzzy Searches With Enhanced Service Quality in Cloud Computing	42
Decentralized Lightweight Group Key Management for Dynamic Access Control in IoT Environments	42
Towards a Trust-Enhanced Blockchain P2P Topology for Enabling Fast and Reliable Broadcast	42
Virtual Network Function Placement in Satellite Edge Computing With a Potential Game Approach	40
Bringing Intelligence to Software Defined Networks: Mitigating DDoS Attacks	40
Reliability-Aware Service Function Chaining With Function Decomposition and Multipath Routing	40
Attack Graph-Based Moving Target Defense in Software-Defined Networks	40
A Multi-Dimensional Deep Learning Framework for IoT Malware Classification and Family Attribution	40
Adversarial Network Traffic: Towards Evaluating the Robustness of Deep-Learning-Based Network Traffic Classification	40
A Framework for eBPF-Based Network Functions in an Era of Microservices	39
Resource Optimization and Delay Guarantee Virtual Network Function Placement for Mapping SFC Requests in Cloud Networks	38
Unsupervised Online Anomaly Detection With Parameter Adaptation for KPI Abrupt Changes	38
Experimental V2X Evaluation for C-V2X and ITS-G5 Technologies in a Real-Life Highway Environment	38
WIDS: An Anomaly Based Intrusion Detection System for Wi-Fi (IEEE 802.11) Protocol	37
Trust-Related Attacks and Their Detection: A Trust Management Model for the Social IoT	36
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
Reliable Slicing of 5G Transport Networks With Bandwidth Squeezing and Multi-Path Provisioning	33
Contract-Based Resource Sharing for Time Effective Task Scheduling in Fog-Cloud Environment	33
ViCrypt to the Rescue: Real-Time, Machine-Learning-Driven Video-QoE Monitoring for Encrypted Streaming Traffic	32
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
Availability- and Traffic-Aware Placement of Parallelized SFC in Data Center Networks	32
Joint Dynamical VNF Placement and SFC Routing in NFV-Enabled SDNs	32
Predicting Network Flow Characteristics Using Deep Learning and Real-World Network Traffic	32
Griffin: Real-Time Network Intrusion Detection System via Ensemble of Autoencoder in SDN	31

Multi-Agent Based Autonomic Network Management Architecture	31
Burst Traffic Scheduling for Hybrid E/O Switching DCN: An Error Feedback Spiking Neural Network Approach	31
Blockchain on Security and Forensics Management in Edge Computing for IoT: A Comprehensive Survey	31
In-Network Volumetric DDoS Victim Identification Using Programmable Commodity Switches	31
DRL-QOR: Deep Reinforcement Learning-Based QoS/QoE-Aware Adaptive Online Orchestration in NFV-Enabled Networks	30
DDQP: A Double Deep Q-Learning Approach to Online Fault-Tolerant SFC Placement	30
RESDN: A Novel Metric and Method for Energy Efficient Routing in Software Defined Networks	29
Can Fine-Grained Functional Split Benefit to the Converged Optical-Wireless Access Networks in 5G and Beyond?	29
The Cross-Evaluation of Machine Learning-Based Network Intrusion Detection Systems	29
LogClass: Anomalous Log Identification and Classification With Partial Labels	29
P8: P4 With Predictable Packet Processing Performance	29
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
Chronos: DDoS Attack Detection Using Time-Based Autoencoder	28
Workflow-Aware Automatic Fault Diagnosis for Microservice-Based Applications With Statistics	27
A Cost-Sensitive Deep Learning-Based Approach for Network Traffic Classification	27
An Efficient Approach to Robust SDN Controller Placement for Security	27
Throughput-Aware Partitioning and Placement of Applications in Fog Computing	27
PA-Cache: Evolving Learning-Based Popularity- Aware Content Caching in Edge Networks	27
Data Fusion Oriented Graph Convolution Network Model for Rumor Detection	27
Spotting Political Social Bots in Twitter: A Use Case of the 2019 Spanish General Election	27
Backup Network Design Against Multiple Link Failures to Avoid Link Capacity Overestimation	26
Blockchain-Enabled Resource Trading and Deep Reinforcement Learning-Based Autonomous RAN Slicing in 5G	26
Mobility-Aware Seamless Handover With MPTCP in Software-Defined HetNets	26
Dynamic Controller Assignment in Software Defined Internet of Vehicles Through Multi-Agent Deep Reinforcement Learning	26
An Extended Framework of Privacy-Preserving Computation With Flexible Access Control	26
Neural and Attentional Factorization Machine-Based Web API Recommendation for Mashup Development	26
Fine-Grained Cloud Resource Provisioning for Virtual Network Function	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
Risk-Aware Edge Computation Offloading Using Bayesian Stackelberg Game	26
Cuckoo Filters and Bloom Filters: Comparison and Application to Packet Classification	26
An Incremental Learning Method Based on Dynamic Ensemble RVM for Intrusion Detection	26
Anonymous and Verifiable Reputation System for E-Commerce Platforms Based on Blockchain	26
Caching Popular Transient IoT Contents in an SDN-Based Edge Infrastructure	26
Reliability-Oriented and Resource-Efficient Service Function Chain Construction and Backup	26
DRSIR: A Deep Reinforcement Learning Approach for Routing in Software-Defined Networking	25
Cooperative Network Model for Joint Mobile Sink Scheduling and Dynamic Buffer Management Using Q-Learning	25
Risk-Aware Energy Scheduling for Edge Computing With Microgrid: A Multi-Agent Deep Reinforcement Learning Approach	25
Dynamic Distributed Multi-Path Aided Load Balancing for Optical Data Center Networks	25
Sub-Linear Scalability of MQTT Clusters in Topic-Based Publish-Subscribe Applications	25
Improving End-Users Utility in Software-Defined Wide Area Network Systems	25
Virtualized Network Function Forwarding Graph Placing in SDN and NFV-Enabled IoT Networks: A Graph Neural Network Assisted Deep Reinforcement Learning Method	25
SDCF: A Software-Defined Cyber Foraging Framework for Cloudlet Environment	25
SILedger: A Blockchain and ABE-based Access Control for Applications in SDN-IoT Networks	24
SINR-Based Analysis of IEEE 802.11p/bd Broadcast VANETs for Safety Services	24
Quantitative Performance Comparison of Various Traffic Shapers in Time-Sensitive Networking	24
A New Mutual Authentication and Key Agreement Protocol for Mobile Client—Server Environment	24
NFV Platforms: Taxonomy, Design Choices and Future Challenges	24
Lightweight Misbehavior Detection Management of Embedded IoT Devices in Medical Cyber Physical Systems	23
Evaluating QUIC Performance Over Web, Cloud Storage, and Video Workloads	23
Capacitated Shortest Path Tour Problem-Based Integer Linear Programming for Service Chaining and Function Placement in NFV Networks	23
Code Caching-Assisted Computation Offloading and Resource Allocation for Multi-User Mobile Edge Computing	23
NDMF: Neighborhood-Integrated Deep Matrix Factorization for Service QoS Prediction	23
Socially-Aware-Clustering-Enabled Federated Learning for Edge Networks	23
Dynamic Allocation of Computing and Communication Resources in Multi-Access Edge Computing for Mobile Users	23
Joint Optimization With DNN Partitioning and Resource Allocation in Mobile Edge Computing	23
Multi-Objective Deep Reinforcement Learning Assisted Service Function Chains Placement	22
GDM: A General Distributed Method for Cross-Domain Service Function Chain Embedding	22
Resilient and Latency-Aware Orchestration of Network Slices Using Multi-Connectivity in MEC-Enabled 5G Networks	22
Robust Service Provisioning With Service Function Chain Requirements in Mobile Edge Computing	22
DeepCC: Multi-Agent Deep Reinforcement Learning Congestion Control for Multi-Path TCP Based on Self-Attention	22
Network Intrusion Detection and Comparative Analysis Using Ensemble Machine Learning and Feature Selection	22
Understanding Selfish Mining in Imperfect Bitcoin and Ethereum Networks With Extended Forks	22
Availability-Aware and Energy-Efficient Virtual Cluster Allocation Based on Multi-Objective Optimization in Cloud Datacenters	21
Time-Sensitive Mobile User Association and SFC Placement in MEC-Enabled 5G Networks	21
Tensor-Based Recurrent Neural Network and Multi-Modal Prediction With Its Applications in Traffic Network Management	21
pHeavy: Predicting Heavy Flows in the Programmable Data Plane	21
FlexChain: Bridging Parallelism and Placement for Service Function Chains	21
Scalable Virtual Network Video-Optimizer for Adaptive Real-Time Video Transmission in 5G Networks	21
Assessing Container Network Interface Plugins: Functionality, Performance, and Scalability	21
Resiliency-Aware Deployment of SDN in Smart Grid SCADA: A Formal Synthesis Model	21
Joint Resource Optimization and Delay-Aware Virtual Network Function Migration in Data Center Networks	21
Soft-Failure Detection, Localization, Identification, and Severity Prediction by Estimating QoT Model Input Parameters	21
MapChain: A Blockchain-Based Verifiable Healthcare Service Management in IoT-Based Big Data Ecosystem	20
Hierarchical Anomaly-Based Detection of Distributed DNS Attacks on Enterprise Networks	20
Reliable and Efficient Multimedia Service Optimization for Edge Computing-Based 5G Networks: Game Theoretic Approaches	20
Frequency-Minimal Utility-Maximal Moving Target Defense Against DDoS in SDN-Based Systems	20
TSSM: Time-Sharing Switch Migration to Balance Loads of Distributed SDN Controllers	20
Data-Driven RAN Slicing Mechanisms for 5G and Beyond	20

Practical Intrusion Detection of Emerging Threats	20
DeepEdge: A New QoE-Based Resource Allocation Framework Using Deep Reinforcement Learning for Future Heterogeneous Edge-IoT Applications	20
A Dynamic and Collaborative Multi-Layer Virtual Network Embedding Algorithm in SDN Based on Reinforcement Learning	20
Virtual Network Function Allocation to Maximize Continuous Available Time of Service Function Chains With Availability Schedule	20
Optimized Joint Allocation of Radio, Optical, and MEC Resources for the 5G and Beyond Fronthaul	20
CoScal: Multifaceted Scaling of Microservices With Reinforcement Learning	20
A Fault Tolerant Elastic Resource Management Framework Toward High Availability of Cloud Services	20
A Scalable Approach to SDN Control Plane Management: High Utilization Comes With Low Latency	20
Cross-Network-Slice Authentication Scheme for the 5 th Generation Mobile Communication System	20
fybrrLink: Efficient QoS-Aware Routing in SDN Enabled Future Satellite Networks	20
Decentralized and Lightweight Approach to Detect Eclipse Attacks on Proof of Work Blockchains	20
BALANCE: Link Flooding Attack Detection and Mitigation via Hybrid-SDN	19
Adaptive Computation Offloading Policy for Multi-Access Edge Computing in Heterogeneous Wireless Networks	19
Online Sparse BLSTM Models for Resource Usage Prediction in Cloud Datacentres	19
Ensuring Reliability and Low Cost When Using a Parallel VNF Processing Approach to Embed Delay-Constrained Slices	19
Deploying SDN Control in Internet of UAVs: Q-Learning-Based Edge Scheduling	19
In-Band Network Monitoring Technique to Support SDN-Based Wireless Networks	19
A Forecasting Approach to Improve Control and Management for 5G Networks	19
OSCAR: On Optimizing Resource Utilization in Live Video Streaming	19
Resource Allocation in an Open RAN System Using Network Slicing	19
RoPE: An Architecture for Adaptive Data-Driven Routing Prediction at the Edge	19
Self-Learning Multi-Objective Service Coordination Using Deep Reinforcement Learning	19
Traffic Engineering With Three-Segments Routing	19
Secure Task Offloading in Blockchain-Enabled Mobile Edge Computing With Deep Reinforcement Learning	19
A Survey on Blockchain-Based Telecommunication Services Marketplaces	19
Blockchain State Sharding With Space-Aware Representations	18
A Blockchain-Based Multi-CA Cross-Domain Authentication Scheme in Decentralized Autonomous Network	18
Uncovering Lateral Movement Using Authentication Logs	18
Machine Learning-Based Radio Coverage Prediction in Urban Environments	18
Uncertainty-Aware Resource Provisioning for Network Slicing	18
Accelerating Virtual Network Functions With Fast-Slow Path Architecture Using eXpress Data Path	18
AI-Based Network-Aware Service Function Chain Migration in 5G and Beyond Networks	18
SVM-Based Task Admission Control and Computation Offloading Using Lyapunov Optimization in Heterogeneous MEC Network	18
Optimized IoT Service Chain Implementation in Edge Cloud Platform: A Deep Learning Framework	18
Mosaic: Advancing User Quality of Experience in 360-Degree Video Streaming With Machine Learning	18
Dynamic Microservice Allocation for Virtual Reality Distribution With QoE Support	18
Traffic Engineering in Segment Routing Networks Using MILP	18
Joint Progressive Network and Datacenter Recovery After Large-Scale Disasters	18
Multi-Domain Network Slicing With Latency Equalization	18
Deep Learning and Onion Routing-Based Collaborative Intelligence Framework for Smart Homes Underlying 6G Networks	18
Mobile Traffic Classification Through Physical Control Channel Fingerprinting: A Deep Learning Approach	18
DNS Tunneling Detection by Cache-Property-Aware Features	18
A Network Intelligence Architecture for Efficient VNF Lifecycle Management	18
AEGIS: Detection and Mitigation of TCP SYN Flood on SDN Controller	18
E2E QoS Guarantee for the Tactile Internet via Joint NFV and Radio Resource Allocation	18
Distributed Evolutionary Hyperparameter Optimization for Fuzzy Time Series	18
Towards Optimal Parallelism-Aware Service Chaining and Embedding	18
Estimation of the Quality of Experience During Video Streaming From Facial Expression and Gaze Direction	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
Outage Analysis and Reliability Enhancement of Hybrid VLC-RF Networks Using Cooperative Non-Orthogonal Multiple Access	17
Deadline-Aware SFC Orchestration Under Demand Uncertainty	17
Foureye: Defensive Deception Against Advanced Persistent Threats via Hypergame Theory	17
A Heuristically Assisted Deep Reinforcement Learning Approach for Network Slice Placement	17
Multi-Dimensional Resource Allocation in Distributed Data Centers Using Deep Reinforcement Learning	17
TSAGen: Synthetic Time Series Generation for KPI Anomaly Detection	17
A Privacy-Preserving Reinforcement Learning Algorithm for Multi-Domain Virtual Network Embedding	17
Adaptive Feature Selection and Construction for Day-Ahead Load Forecasting Use Deep Learning Method	17
A Novel Autonomous Profiling Method for the Next-Generation NFV Orchestrators	17
A Statistical Approach for Detection of Denial of Service Attacks in Computer Networks	17
μDFL: A Secure Microchained Decentralized Federated Learning Fabric Atop IoT Networks	17
Botnet Fingerprinting: A Frequency Distributions Scheme for Lightweight Bot Detection	17
On Ransomware Family Attribution Using Pre-Attack Paranoia Activities	17
An Online Entropy-Based DDoS Flooding Attack Detection System With Dynamic Threshold	17
Bloom Filter With a False Positive Free Zone	16
On Sustained Zero Trust Conceptualization Security for Mobile Core Networks in 5G and Beyond	16
QoS Time Series Modeling and Forecasting for Web Services: A Comprehensive Survey	16
Study of Virtual Network Function Placement in 5G Cloud Radio Access Network	16
SE-VFC: Secure and Efficient Outsourcing Computing in Vehicular Fog Computing	16
Joint Computation Offloading and Resource Allocation Under Task-Overflowed Situations in Mobile-Edge Computing	16
A Service-Centric Q-Learning Algorithm for Mobility Robustness Optimization in LTE	16
Delay-Sensitive Multi-Source Multicast Resource Optimization in NFV-Enabled Networks: A Column Generation Approach	16
Bandwidth Allocation of Stream-Reservation Traffic in TSN	16
Comparative Performability Assessment of SFCs: The Case of Containerized IP Multimedia Subsystem	16
Anomaly-Aware Network Traffic Estimation via Outlier-Robust Tensor Completion	16
Decentralized On-Chain Data Access via Smart Contracts in Ethereum Blockchain	16
IntFlow: Integrating Per-Packet and Per-Flowlet Switching Strategy for Load Balancing in Datacenter Networks	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
Unavailability-Aware Shared Virtual Backup Allocation for Middleboxes: A Queueing Approach	16
Energy Optimization With Multi-Sleeping Control in 5G Heterogeneous Networks Using Reinforcement Learning	16
Auto-Scaling Network Service Chains Using Machine Learning and Negotiation Game	16
STAD: Spatio-Temporal Anomaly Detection Mechanism for Mobile Network Management	15
A Scaling Mechanism for an Evolved Packet Core Based on Network Functions Virtualization	15
Risk-Aware Cloud-Edge Computing Framework for Delay-Sensitive Industrial IoTs	15
A Packet Loss Monitoring System for In-Band Network Telemetry: Detection, Localization, Diagnosis and Recovery	15
Resource Allocation in Data Centers Using Fast Reinforcement Learning Algorithms	15
Network Services Anomalies in NFV: Survey, Taxonomy, and Verification Methods	15
Over-the-Air Software-Defined Vehicle Updates Using Federated Fog Environment	15
Multi-Path Selection and Congestion Control for NDN: An Online Learning Approach	15
From TTP to IoC: Advanced Persistent Graphs for Threat Hunting	15
Log Sequence Anomaly Detection Based on Local Information Extraction and Globally Sparse Transformer Model	15
ML-Based IDPS Enhancement With Complementary Features for Home IoT Networks	15
SDFA: A Service-Driven Fragmentation-Aware Resource Allocation in Elastic Optical Networks	15
Multi-Objective Control Plane Dimensioning in Hybrid SDN/Legacy Networks	15