IEEE Transactions on Services Computing

Article	Citations
Personalized Recommendation System Based on Collaborative Filtering for IoT Scenarios	342
An Energy-Efficient SDN Controller Architecture for IoT Networks With Blockchain-Based Security	168
Task Failure Prediction in Cloud Data Centers Using Deep Learning	117
Full Verifiability for Outsourced Decryption in Attribute Based Encryption	112
Security-Critical Energy-Aware Task Scheduling for Heterogeneous Real-Time MPSoCs in IoT	111
An Attention-Based Spatiotemporal LSTM Network for Next POI Recommendation	107
Covering-Based Web Service Quality Prediction via Neighborhood-Aware Matrix Factorization	106
Uncertainty-Aware Online Scheduling for Real-Time Workflows in Cloud Service Environment	94
Enabling Verifiable and Dynamic Ranked Search over Outsourced Data	91
GUARDIAN: Blockchain-Based Secure Demand Response Management in Smart Grid System	87
Demystifying Membership Inference Attacks in Machine Learning as a Service	87
Outsourcing Service Fair Payment Based on Blockchain and Its Applications in Cloud Computing	83
Advancing Non-Negative Latent Factorization of Tensors With Diversified Regularization Schemes	80
Efficient Query of Quality Correlation for Service Composition	77
Blockchain Security: A Survey of Techniques and Research Directions	74
DisCOV: Distributed COVID-19 Detection on X-Ray Images With Edge-Cloud Collaboration	72
A Posterior-Neighborhood-Regularized Latent Factor Model for Highly Accurate Web Service QoS Prediction	72
Heterogeneous Computational Resource Allocation for NOMA: Toward Green Mobile Edge-Computing Systems	69
Cybersecurity in Big Data Era: From Securing Big Data to Data-Driven Security	67
Web Service QoS Prediction via Collaborative Filtering: A Survey	64
Mashup Recommendation by Regularizing Matrix Factorization with API Co-Invocations	62
Secure V2V and V2I Communication in Intelligent Transportation Using Cloudlets	59
Distributed Redundant Placement for Microservice-based Applications at the Edge	56
Profit Maximization Incentive Mechanism for Resource Providers in Mobile Edge Computing	56
Multiple Attributes QoS Prediction via Deep Neural Model with Contexts	53

Minimizing the Delay and Cost of Computation Offloading for Vehicular Edge Computing	53
A Crowd-Sensing Framework for Allocation of Time-Constrained and Location-Based Tasks	53
Differential Privacy-Based Location Protection in Spatial Crowdsourcing	53
Privacy-Preserving Traffic Monitoring with False Report Filtering via Fog-Assisted Vehicular Crowdsensing	51
Minimizing Redundancy to Satisfy Reliability Requirement for a Parallel Application on Heterogeneous Service-Oriented Systems	51
Auction-Based VM Allocation for Deadline-Sensitive Tasks in Distributed Edge Cloud	49
READ: Robustness-Oriented Edge Application Deployment in Edge Computing Environment	48
Secure Channel Free Certificate-Based Searchable Encryption Withstanding Outside and Inside Keyword Guessing Attacks	48
Toward a Smart Cloud: A Review of Fault-Tolerance Methods in Cloud Systems	48
Multi-Value-Independent Ciphertext-Policy Attribute Based Encryption with Fast Keyword Search	47
QoS-Aware Robotic Streaming Workflow Allocation in Cloud Robotics Systems	47
A Location-Based Factorization Machine Model for Web Service QoS Prediction	47
Fast and Secure Data Accessing by Using DNA Computing for the Cloud Environment	47
An Analysis of Public REST Web Service APIs	46
Generalized Nesterov's Acceleration-Incorporated, Non-Negative and Adaptive Latent Factor Analysis	46
BOEW: A Content-Based Image Retrieval Scheme Using Bag-of-Encrypted-Words in Cloud Computing	45
A Survey of Proxy Re-Encryption for Secure Data Sharing in Cloud Computing	45
Improving Brain E-Health Services via High-Performance EEG Classification With Grouping Bayesian Optimization	45
A Dynamic Virtual Machine Placement and Migration Scheme for Data Centers	44
A Generic Deep Learning Based Cough Analysis System From Clinically Validated Samples for Point-of-Need Covid-19 Test and Severity Levels	44
Dynamic Multi-Phrase Ranked Search over Encrypted Data with Symmetric Searchable Encryption	44
Blockchain-Enabled Service Optimizations in Supply Chain Digital Twin	42
Resource Aware Routing for Service Function Chains in SDN and NFV-Enabled Network	42
Delay-Sensitive and Availability-Aware Virtual Network Function Scheduling for NFV	42
Provable Data Possession with Outsourced Data Transfer	41
Serverless Computing: State-of-the-Art, Challenges and Opportunities	41
Location-Based Web Service QoS Prediction via Preference Propagation to Address Cold Start Problem	41
Load Balancing Algorithms in Fog Computing	40
Privacy Preserving Location-Aware Personalized Web Service Recommendations	39
An Energy Aware Task Scheduling Model Using Ant-Mating Optimization in Fog Computing Environment	39
Demand-Driven Deep Reinforcement Learning for Scalable Fog and Service Placement	38
Value Entropy: A Systematic Evaluation Model of Service Ecosystem Evolution	38
Cryptographic Solutions for Cloud Storage: Challenges and Research Opportunities	38
Similarity-Maintaining Privacy Preservation and Location-Aware Low-Rank Matrix Factorization for QoS Prediction Based Web Service Recommendation	38
Low-Cost Adaptive Monitoring Techniques for the Internet of Things	38
Dynamic Outsourced Auditing Services for Cloud Storage Based on Batch-Leaves-Authenticated Merkle Hash Tree	37
PDLM: Privacy-Preserving Deep Learning Model on Cloud with Multiple Keys	37
Model-Based Big Data Analytics-as-a-Service: Take Big Data to the Next Level	36
VOD-ADAC: Anonymous Distributed Fine-Grained Access Control Protocol with Verifiable Outsourced Decryption in Public Cloud	36
A Survey on Web Service QoS Prediction Methods	35
Mining Domain Knowledge on Service Goals from Textual Service Descriptions	35
Availability Evaluation of Multi-Tenant Service Function Chaining Infrastructures by Multidimensional Universal Generating Function	35
Secure Cloud Data Deduplication with Efficient Re-Encryption	35
Multi-Scale LSTM Model for BGP Anomaly Classification	33
Practical Multi-Keyword and Boolean Search Over Encrypted E-mail in Cloud Server	33
Multi-Objective Service Composition in Uncertain Environments	33
Evolutionary Multi-Objective Optimization for Web Service Location Allocation Problem	32
Burst-Aware Predictive Autoscaling for Containerized Microservices	32
TPPR: A Trust-Based and Privacy-Preserving Platoon Recommendation Scheme in VANET	32
Joint Computation Partitioning and Resource Allocation for Latency Sensitive Applications in Mobile Edge Clouds	32

Resource Provisioning and Allocation in Function-as-a-Service Edge-Clouds	32
Temporal Task Scheduling of Multiple Delay-Constrained Applications in Green Hybrid Cloud	32
Constrained App Data Caching Over Edge Server Graphs in Edge Computing Environment	32
AI-Enabled Secure Microservices in Edge Computing: Opportunities and Challenges	31
EHRChain: A Blockchain-Based EHR System Using Attribute-Based and Homomorphic Cryptosystem	31
How COVID-19 Information Spread in U.S.? The Role of Twitter as Early Indicator of Epidemics	31
Fair Task Allocation in Crowdsourced Delivery	31
Joint Computation Offloading and Resource Allocation for D2D-Assisted Mobile Edge Computing	31
Computation Offloading in MIMO Based Mobile Edge Computing Systems Under Perfect and Imperfect CSI Estimation	31
Improving the Schedulability of Real-Time Tasks Using Fog Computing	30
Prime Inner Product Encoding for Effective Wildcard-Based Multi-Keyword Fuzzy Search	30
An Availability Analysis Approach for Deployment Configurations of Containers	30
DDPQN: An Efficient DNN Offloading Strategy in Local-Edge-Cloud Collaborative Environments	30
SEPDP: Secure and Efficient Privacy Preserving Provable Data Possession in Cloud Storage	30
Delay-Optimized Multicast Tree Packing in Software-Defined Networks	30
A Double-Space and Double-Norm Ensembled Latent Factor Model for Highly Accurate Web Service QoS Prediction	30
A Classification Based Web Service Selection Approach	30
Towards Green Service Composition Approach in the Cloud	29
MedShare: A Privacy-Preserving Medical Data Sharing System by Using Blockchain	29
DP-LTOD: Differential Privacy Latent Trajectory Community Discovering Services over Location-Based Social Networks	29
An Efficient Resource Monitoring Service for Fog Computing Environments	29
Achieving Searchable Encryption Scheme With Search Pattern Hidden	28
Energy-minimized Scheduling of Real-time Parallel Workflows on Heterogeneous Distributed Computing Systems	28
Backdoor Attacks Against Transfer Learning With Pre-Trained Deep Learning Models	28
Tracking GDPR Compliance in Cloud-Based Service Delivery	28
FedCrowd: A Federated and Privacy-Preserving Crowdsourcing Platform on Blockchain	28
Computation Offloading With Instantaneous Load Billing for Mobile Edge Computing	27
Lightweight Privacy-Preserving Medical Diagnosis in Edge Computing	27
A Comparative Measurement Study of Deep Learning as a Service Framework	27
Multiple Cooperative Task Allocation in Group-Oriented Social Mobile Crowdsensing	27
A Reinforcement Learning Method for Constraint-Satisfied Services Composition	27
A Secure Searchable Encryption Framework for Privacy-Critical Cloud Storage Services	26
Scheduling Real-Time Security Aware Tasks in Fog Networks	26
Cloud-Based Outsourcing for Enabling Privacy-Preserving Large-Scale Non-Negative Matrix Factorization	26
A Distributed Truthful Auction Mechanism for Task Allocation in Mobile Cloud Computing	26
Achieving One-Round Password-Based Authenticated Key Exchange over Lattices	26
DOPIV: Post-Quantum Secure Identity-Based Data Outsourcing with Public Integrity Verification in Cloud Storage	26
Efficient Attribute Based Server-Aided Verification Signature	25
On Cyber Risk Management of Blockchain Networks: A Game Theoretic Approach	25
epcAware: A Game-Based, Energy, Performance and Cost-Efficient Resource Management Technique for Multi-Access Edge Computing	25
Integrated AHP-IOWA, POWA Framework for Ideal Cloud Provider Selection and Optimum Resource Management	25
Energy-Aware Cloud Workflow Applications Scheduling With Geo-Distributed Data	25
Joint Information Freshness and Completion Time Optimization for Vehicular Networks	25
A Multi-View Deep Learning Approach for Predictive Business Process Monitoring	24
Novel Secure Outsourcing of Modular Inversion for Arbitrary and Variable Modulus	24
A Game-Based Price Bidding Algorithm for Multi-Attribute Cloud Resource Provision	24
A Semi-Centralized Trust Management Model Based on Blockchain for Data Exchange in IoT System	24
Microservices Monitoring with Event Logs and Black Box Execution Tracing	24
Dynamic Trust Enforcing Pricing Scheme for Sensors-as-a-Service in Sensor-Cloud Infrastructure	24
Deep Learning for Predictive Business Process Monitoring: Review and Benchmark	23
EliMFS: Achieving Efficient, Leakage-Resilient, and Multi-Keyword Fuzzy Search on Encrypted Cloud Data	23
Security and Privacy for Healthcare Blockchains	23
A Topic-Sensitive Method for Mashup Tag Recommendation Utilizing Multi-Relational Service Data	22
Quality and Profit Assured Trusted Cloud Federation Formation: Game Theory Based Approach	22
MAGNETIC: Multi-Agent Machine Learning-Based Approach for Energy Efficient Dynamic Consolidation in Data Centers	22
A Lightweight Auditing Service for Shared Data with Secure User Revocation in Cloud Storage	22
Data Caching Optimization in the Edge Computing Environment	21
Energy Utilization Task Scheduling for MapReduce in Heterogeneous Clusters	21
Comments on “SEPDP: Secure and Efficient Privacy Preserving Provable Data Possession in Cloud Storage”	21
Sorting of Fully Homomorphic Encrypted Cloud Data: Can Partitioning be Effective?	21
Microservices: Migration of a Mission Critical System	21
Two-Tier Matching Game in Small Cell Networks for Mobile Edge Computing	21
Privacy-Preserving Diverse Keyword Search and Online Pre-Diagnosis in Cloud Computing	21
A Framework of Hypergraph-Based Data Placement Among Geo-Distributed Datacenters	21
An Efficient Online Computation Offloading Approach for Large-Scale Mobile Edge Computing via Deep Reinforcement Learning	21
Efficient Verification of Edge Data Integrity in Edge Computing Environment	20
Evaluation Goals for Online Process Mining: A Concept Drift Perspective	20
Energy-Aware Service Selection and Adaptation in Wireless Sensor Networks with QoS Guarantee	20
Multi-Perspective Trust Management Framework for Crowdsourced IoT Services	20
Dynamic User Allocation in Stochastic Mobile Edge Computing Systems	20
ThinORAM: Towards Practical Oblivious Data Access in Fog Computing Environment	20
Achieving Efficient and Privacy-Preserving Multi-Domain Big Data Deduplication in Cloud	20
VFIRM: Verifiable Fine-Grained Encrypted Image Retrieval in Multi-Owner Multi-User Settings	20
Flexible Wildcard Searchable Encryption System	20
Learning User Preference from Heterogeneous Information for Store-Type Recommendation	20
Server-Aided Fine-Grained Access Control Mechanism with Robust Revocation in Cloud Computing	19
Composing Energy Services in a Crowdsourced IoT Environment	19
Scheduling Workflows With Composite Tasks: A Nested Particle Swarm Optimization Approach	19
Secure Data Group Sharing and Dissemination with Attribute and Time Conditions in Public Cloud	19
Delay-Optimal Scheduling of VMs in a Queueing Cloud Computing System with Heterogeneous Workloads	19

Mashup-Oriented Web API Recommendation via Multi-Model Fusion and Multi-Task Learning	19
An Effective Classification-Based Framework for Predicting Cloud Capacity Demand in Cloud Services	19
LA-LMRBF: Online and Long-Term Web Service QoS Forecasting	19
A Hybrid Fault-Tolerant Scheduling for Deadline-Constrained Tasks in Cloud Systems	19
Delta Debugging Microservice Systems with Parallel Optimization	19
A Learning Automata-Based Scheduling for Deadline Sensitive Task in The Cloud	19
Prediction of Cloud Resources Demand Based on Hierarchical Pythagorean Fuzzy Deep Neural Network	18
An On-Line Virtual Machine Consolidation Strategy for Dual Improvement in Performance and Energy Conservation of Server Clusters in Cloud Data Centers	18
A Novel GSP Auction Mechanism for Dynamic Confirmation Games on Bitcoin Transactions	18
Pocket Diagnosis: Secure Federated Learning Against Poisoning Attack in the Cloud	18
Secure Outsourced Attribute-Based Sharing Framework for Lightweight Devices in Smart Health Systems	17
HAP: A Hybrid QoS Prediction Approach in Cloud Manufacturing Combining Local Collaborative Filtering and Global Case-Based Reasoning	17
FogSpot: Spot Pricing for Application Provisioning in Edge/Fog Computing	17
Context-Aware and Adaptive QoS Prediction for Mobile Edge Computing Services	17
Efficient Encrypted Data Search With Expressive Queries and Flexible Update	17
Hierarchical Scheduling Mechanisms in Multi-Level Fog Computing	17
Resource Management for Latency-Sensitive IoT Applications With Satisfiability	17
Practical Attribute-Based Multi-Keyword Ranked Search Scheme in Cloud Computing	16
QoS Constrained Large Scale Web Service Composition Using Abstraction Refinement	16
Specification and Automated Analysis of Inter-Parameter Dependencies in Web APIs	16
RL-ABE: A Revocable Lattice Attribute Based Encryption Scheme Based on R-LWE Problem in Cloud Storage	16
Enabling Probabilistic Differential Privacy Protection for Location Recommendations	16
Dynamic Proof of Data Possession and Replication With Tree Sharing and Batch Verification in the Cloud	16
Achieve Efficient and Verifiable Conjunctive and Fuzzy Queries over Encrypted Data in Cloud	16
A Cooperative Coevolution Hyper-Heuristic Framework for Workflow Scheduling Problem	16
Availability-Aware Virtual Cluster Allocation in Bandwidth-Constrained Datacenters	15
A Deep Reinforcement Learning Approach for Composing Moving IoT Services	15
Joint Deep Networks Based Multi-Source Feature Learning for QoS Prediction	15
KeySea: Keyword-Based Search With Receiver Anonymity in Attribute-Based Searchable Encryption	15
Collaborative Agent Communities for Resilient Service Composition in Mobile Environments	15
Ultra Lightweight Multiple-Time Digital Signature for the Internet of Things Devices	15
Fine-Grained Elastic Partitioning for Distributed DNN Towards Mobile Web AR Services in the 5G Era	15
An Edge Storage Acceleration Service for Collaborative Mobile Devices	15
Defending N-Version Programming Service Components against Co-Resident Attacks in IoT Cloud Systems	15
Multi-Dimension Convolutional Neural Network for Bug Localization	14
QoS-Aware Dispersed Dynamic Mapping of Virtual Sensors in Sensor-Cloud	14
SSL: ASurrogate-Based Method for Large-ScaleStatisticalLatencyMeasurement	14
Variation-Aware Cloud Service Selection via Collaborative QoS Prediction	14
Ranked Keyword Search over Encrypted Cloud Data Through Machine Learning Method	14
Towards Service Composition Aware Virtual Machine Migration Approach in the Cloud	14
Test-Oriented RESTful Service Discovery with Semantic Interface Compatibility	14
Mobility-Aware IoT Application Placement in the Cloud – Edge Continuum	14
Efficient and Anonymous Authentication for Healthcare Service With Cloud Based WBANs	14
Privacy-Preserving Fast Three-Factor Authentication and Key Agreement for IoT-Based E-Health Systems	14
Privacy-Preserving Spatio-Temporal Keyword Search for Outsourced Location-Based Services	14
ESync: Accelerating Intra-Domain Federated Learning in Heterogeneous Data Centers	14
QoS-Aware Dynamic Cost Management Scheme for Sensors-as-a-Service	14
Inference Attack-Resistant E-Healthcare Cloud System with Fine-Grained Access Control	13
Development of Collaborative Business Processes: A Correctness Enforcement Approach	13
Trading off Between Multi-Tenancy and Interference: A Service User Allocation Game	13
Locally Private High-Dimensional Crowdsourced Data Release Based on Copula Functions	13
Real-Time Detection and Mitigation of LDoS Attacks in the SDN Using the HGB-FP Algorithm	13
A Momentum-Accelerated Hessian-Vector-Based Latent Factor Analysis Model	13
Toward Intelligent Surveillance as an Edge Network Service (iSENSE) Using Lightweight Detection and Tracking Algorithms	13
Delegated Authorization Framework for EHR Services Using Attribute-Based Encryption	13
A Two-Stage Estimation of Distribution Algorithm With Heuristics for Energy-Aware Cloud Workflow Scheduling	13
MP-Coopetition: Competitive and Cooperative Mechanism for Multiple Platforms in Mobile Crowd Sensing	13
Achieving Practical Symmetric Searchable Encryption With Search Pattern Privacy Over Cloud	12
Coordinating Workload Scheduling of Geo-Distributed Data Centers and Electricity Generation of Smart Grid	12
A Self-Adaptive Service Discovery Model for Smart Cities	12
Distributed Pricing Policy for Cloud-Assisted Body-to-Body Networks with Optimal QoS and Energy Considerations	12
Analysis and Controlling of Manufacturing Service Ecosystem: A Research Framework Based on the Parallel System Theory	12
An Online Orchestration Mechanism for General-Purpose Edge Computing	12
A Guard-Driven Analysis Approach of Workflow Net with Data	12
A Cyclic Game for Service-Oriented Resource Allocation in Edge Computing	12
Fog Computing Service Provision Using Bargaining Solutions	12
Dependence-Based Data-Aware Process Conformance Checking	12
Value-Based Analysis Framework of Crossover Service: A Case Study of New Retail in China	12
From SOA to VOA: A Shift in Understanding the Operation and Evolution of Service Ecosystem	12
Multi-Agent Reinforcement Learning Aided Computation Offloading in Aerial Computing for the Internet-of-Things	12
Temporal Knowledge Graph Embedding for Effective Service Recommendation	12
Semantics Mining&Indexing-Based Rapid Web Services Discovery Framework	12
HMGOWM: A Hybrid Decision Mechanism for Automating Migration of Virtual Machines	12
Attribute-Based Encryption Scheme for Secure Multi-Group Data Sharing in Cloud	11
Employ AI to Improve AI Services : Q-Learning Based Holistic Traffic Control for Distributed Co-Inference in Deep Learning	11
DeepWSC: Clustering Web Services via Integrating Service Composability into Deep Semantic Features	11
P2LBS: Privacy Provisioning in Location-Based Services	11
Pattern-Based Design and Verification of Secure Service Compositions	11
A Workflow Scheduling Approach With Modified Fuzzy Adaptive Genetic Algorithm in IaaS Clouds	11
A Delegatable Attribute Based Encryption Scheme for a Collaborative E-Health Cloud	11
Elastic Resource Provisioning Using Data Clustering in Cloud Service Platform	11
Trust-Based Scheduling Framework for Big Data Processing with MapReduce	11
START: Straggler Prediction and Mitigation for Cloud Computing Environments using Encoder LSTM Networks	11
A Decentralized Approach for Resource Discovery using Metadata Replication in Edge Networks	11
Service Workflow: State-of-the-Art and Future Trends	11
Opportunistic Sharing of Continuous Mobile Sensing Data for Energy and Power Conservation	11
Secure Hot Path Crowdsourcing With Local Differential Privacy Under Fog Computing Architecture	11
Incentive Mechanism Design for Truth Discovery in Crowdsourcing With Copiers	11
Enabling Fast Public Auditing and Data Dynamics in Cloud Services	11