IEEE Transactions on Big Data

Article	Citations
Billion-Scale Similarity Search with GPUs	1021
Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network	254
Algorithms of Unconstrained Non-Negative Latent Factor Analysis for Recommender Systems	125
A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources	117
PPHOPCM: Privacy-Preserving High-Order Possibilistic c-Means Algorithm for Big Data Clustering with Cloud Computing	83
Federated Forest	78
NPP: A New Privacy-Aware Public Auditing Scheme for Cloud Data Sharing with Group Users	74
COVID-19 Chest CT Image Segmentation Network by Multi-Scale Fusion and Enhancement Operations	73
Data-Driven Web APIs Recommendation for Building Web Applications	73
Identification of Encrypted Traffic Through Attention Mechanism Based Long Short Term Memory	73
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	72
An Epidemiological Neural Network Exploiting Dynamic Graph Structured Data Applied to the COVID-19 Outbreak	69
Dynamics of Public Opinions in an Online and Offline Social Network	58
COVID-19-CT-CXR: A Freely Accessible and Weakly Labeled Chest X-Ray and CT Image Collection on COVID-19 From Biomedical Literature	55
A Multilayered-and-Randomized Latent Factor Model for High-Dimensional and Sparse Matrices	51
Urban Anomaly Analytics: Description, Detection, and Prediction	46
Misinformation During the COVID-19 Outbreak in China: Cultural, Social and Political Entanglements	45
Hyperbolic Graph Attention Network	43
A Multi-Order Distributed HOSVD with Its Incremental Computing for Big Services in Cyber-Physical-Social Systems	43
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	42
Hierarchical Particle Swarm Optimization-incorporated Latent Factor Analysis for Large-Scale Incomplete Matrices	41
B4SDC: A Blockchain System for Security Data Collection in MANETs	40
Sense and Sensibility: Characterizing Social Media Users Regarding the Use of Controversial Terms for COVID-19	37
An Incremental Tensor-Train Decomposition for Cyber-Physical-Social Big Data	36
Multi-View Clustering With Self-Representation and Structural Constraint	35

Achieving Efficient and Privacy-Preserving Cross-Domain Big Data Deduplication in Cloud	35
Privacy-Preserving Aggregation in Federated Learning: A Survey	35
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	31
Predicting and Understanding Student Learning Performance Using Multi-Source Sparse Attention Convolutional Neural Networks	30
P-MOD: Secure Privilege-Based Multilevel Organizational Data-Sharing in Cloud Computing	29
LSTM Based Phishing Detection for Big Email Data	29
Hierarchical Density-Based Clustering Using MapReduce	28
DAAC: Digital Asset Access Control in a Unified Blockchain Based E-Health System	26
Opportunistic Discovery of Personal Places Using Multi-Source Sensor Data	26
Identity-Based Dynamic Data Auditing for Big Data Storage	26
Towards Matching User Mobility Traces in Large-Scale Datasets	26
Country Image in COVID-19 Pandemic: A Case Study of China	26
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	26
MRMondrian: Scalable Multidimensional Anonymisation for Big Data Privacy Preservation	26
Collaborative Filtering With Network Representation Learning for Citation Recommendation	25
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	25
IEMask R-CNN: Information-Enhanced Mask R-CNN	24
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	24
Active and Semi-Supervised Graph Neural Networks for Graph Classification	24
CrowdExpress: A Probabilistic Framework for On-Time Crowdsourced Package Deliveries	23
Trust Based Incentive Scheme to Allocate Big Data Tasks with Mobile Social Cloud	23
A Novel Dynamic Fusion Approach Using Information Entropy for Interval-Valued Ordered Datasets	23
semi-Traj2Graph: Identifying Fine-grained Driving Style with GPS Trajectory Data via Multi-task Learning	23
Knowledge Graphs for Social Good: An Entity-Centric Search Engine for the Human Trafficking Domain	23
Measuring Human and Economic Activity From Satellite Imagery to Support City-Scale Decision-Making During COVID-19 Pandemic	23
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	23
A Domain-Specific Bayesian Deep-Learning Approach for Air Pollution Forecast	22
Forecasting People’s Needs in Hurricane Events from Social Network	21
A Mathematical Programming Formulation for Optimal Load Shifting of Electricity Demand for the Smart Grid	21
Revocable Identity-Based Access Control for Big Data with Verifiable Outsourced Computing	21
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	20
Learning a Unified Blind Image Quality Metric via On-Line and Off-Line Big Training Instances	20
Representation and Reinforcement Learning for Task Scheduling in Edge Computing	20
Cost-Efficient Heterogeneous Worker Recruitment under Coverage Requirement in Spatial Crowdsourcing	19
Bi-Directional Feature Fixation-Based Particle Swarm Optimization for Large-Scale Feature Selection	19
Fusing Location Data for Depression Prediction	19
K-Nearest Neighbor Search by Random Projection Forests	19
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	18
A New Approach of Exploiting Self-Adjoint Matrix Polynomials of Large Random Matrices for Anomaly Detection and Fault Location	18
A Machine Learning Based Framework for Verification and Validation of Massive Scale Image Data	18
WukaStore: Scalable, Configurable and Reliable Data Storage on Hybrid Volunteered Cloud and Desktop Systems	17
A Privacy and Efficiency-Oriented Data Sharing Mechanism for IoTs	17
Multi-Label Graph Convolutional Network Representation Learning	17
Trustworthiness Evaluation-Based Routing Protocol for Incompletely Predictable Vehicular Ad Hoc Networks	17
Predicting Fine-Grained Air Quality Based on Deep Neural Networks	17
Improving Accuracy and Diversity in Matching of Recommendation With Diversified Preference Network	17
Efficient Trustworthiness Management for Malicious User Detection in Big Data Collection	15
Toward Architectural and Protocol-Level Foundation for End-to-End Trustworthiness in Cloud/Fog Computing	15
An Adaptive Pattern Learning Framework to Personalize Online Seizure Prediction	15
A Survey on Integrity Auditing for Data Storage in the Cloud: From Single Copy to Multiple Replicas	15

Scalable Uncertainty-Aware Truth Discovery in Big Data Social Sensing Applications for Cyber-Physical Systems	15
MAFI: GNN-Based Multiple Aggregators and Feature Interactions Network for Fraud Detection Over Heterogeneous Graph	15
IRDA: Incremental Reinforcement Learning for Dynamic Resource Allocation	15
Integrating Data and Model Space in Ensemble Learning by Visual Analytics	15
TUSQ: Targeted High-Utility Sequence Querying	15
Multiple Distance-Based Coding: Toward Scalable Feature Matching for Large-Scale Web Image Search	15
Towards Ubiquitous Intelligent Computing: Heterogeneous Distributed Deep Neural Networks	14
A Spatiotemporal Data Summarization Approach for Real-Time Operation of Smart Grid	14
ScaleJoin: A Deterministic, Disjoint-Parallel and Skew-Resilient Stream Join	14
Finding and Tracking Multi-Density Clusters in Online Dynamic Data Streams	14
Supervised Discrete Multiple-Length Hashing for Image Retrieval	14
Personalized Recommendation in P2P Lending Based on Risk-Return Management: A Multi-Objective Perspective	14
A Survey on Role-Oriented Network Embedding	13
Semantic-Based and Entity-Resolution Fusion to Enhance Quality of Big RDF Data	13
Citywide Traffic Volume Inference with Surveillance Camera Records	13
How to Protect Ourselves From Overlapping Community Detection in Social Networks	13
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	13
Understanding the Users and Videos by Mining a Novel Danmu Dataset	13
Exploring Multi-Dimension User-Item Interactions With Attentional Knowledge Graph Neural Networks for Recommendation	13
Survey and Analysis of Current End-User Data Analytics Tool Support	13
A Large-Scale Study of Android Malware Development Phenomenon on Public Malware Submission and Scanning Platform	13
A Memory Network Information Retrieval Model for Identification of News Misinformation	13
An overview of healthcare data analytics with applications to the COVID-19 pandemic	13
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	13
A Survey on the Methods and Results of Data-Driven Koopman Analysis in the Visualization of Dynamical Systems	12
A Survey of Data Pricing for Data Marketplaces	12
Dual Uncertainty-Guided Mixing Consistency for Semi-Supervised 3D Medical Image Segmentation	12
Event Detection Through Differential Pattern Mining in Cyber-Physical Systems	12
Missing Air Pollution Data Recovery Based on Long-Short Term Context Encoder	11
Relational Learning Improves Prediction of Mortality in COVID-19 in the Intensive Care Unit	11
Hybrid Riemannian Graph-Embedding Metric Learning for Image Set Classification	11
Mining Stable Communities in Temporal Networks by Density-Based Clustering	11
Deadline-Aware Cost Optimization for Spark	11
Leveraging Structured Biological Knowledge for Counterfactual Inference: A Case Study of Viral Pathogenesis	11
Sparse User Check-in Venue Prediction By Exploring Latent Decision Contexts From Location-Based Social Networks	10
Towards Efficient Local Causal Structure Learning	10
Deep Tensor CCA for Multi-view Learning	10
DSTAGCN: Dynamic Spatial-Temporal Adjacent Graph Convolutional Network for Traffic Forecasting	10
Privacy and Efficiency of Communications in Federated Split Learning	10
AMIC: An Adaptive Information Theoretic Method to Identify Multi-Scale Temporal Correlations in Big Time Series Data	10
GGNN: Graph-Based GPU Nearest Neighbor Search	10
cGAIL: Conditional Generative Adversarial Imitation Learning—An Application in Taxi Drivers’ Strategy Learning	10
Approximate Clustering Ensemble Method for Big Data	9
Long-term Origin-Destination Demand Prediction with Graph Deep Learning	9
Data Privacy Threat Modelling for Autonomous Systems: A Survey From the GDPR's Perspective	9
Incorporating Data Context to Cost-Effectively Automate End-to-End Data Wrangling	9
Quality Inference in Federated Learning With Secure Aggregation	9
AF-GCN: Attribute-Fusing Graph Convolution Network for Recommendation	9
SGAE: Stacked Graph Autoencoder for Deep Clustering	9
Efficient Provenance Management via Clustering and Hybrid Storage in Big Data Environments	9
A Deep Learning-Based Data Minimization Algorithm for Fast and Secure Transfer of Big Genomic Datasets	9
Link Prediction in Knowledge Graphs: A Hierarchy-Constrained Approach	9
Decentralized Federated Learning: A Survey on Security and Privacy	9
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	9
A User-Oriented Taxi Ridesharing System with Large-Scale Urban GPS Sensor Data	9
Neurally-Guided Semantic Navigation in Knowledge Graph	8
Momentum-Incorporated Symmetric Non-Negative Latent Factor Models	8
A Survey of Blockchain-Based Schemes for Data Sharing and Exchange	8
GGraph: An Efficient Structure-Aware Approach for Iterative Graph Processing	8
Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies	8
To Your Surprise: Identifying Serendipitous Collaborators	8
Fast and Positive Definite Estimation of Large Covariance Matrix for High-Dimensional Data Analysis	7
MNL: A Highly-Efficient Model for Large-scale Dynamic Weighted Directed Network Representation	7
RoD: Evaluating the Risk of Data Disclosure Using Noise Estimation for Differential Privacy	7
Mining Diversified Top-r Lasting Cohesive Subgraphs on Temporal Networks	7
BioCyBig: A Cyberphysical System for Integrative Microfluidics-Driven Analysis of Genomic Association Studies	7
Efficient and Secure Data Sharing Scheme on Interoperable Blockchain Database	7
Deep Incremental Hashing for Semantic Image Retrieval With Concept Drift	7
A Meta Path Based Method for Entity Set Expansion in Knowledge Graph	7
Frequent Subgraph Mining Algorithms in Static and Temporal Graph-Transaction Settings: A Survey	7
A Scalable Algorithm for Large-Scale Unsupervised Multi-View Partial Least Squares	7
Multiple-Perspective Clustering of Passive Wi-Fi Sensing Trajectory Data	7
On Security of an Identity-Based Dynamic Data Auditing Protocol for Big Data Storage	7
A Two-phase Method to Balance the Result of Distributed Graph Repartitioning	7
Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation	6
RPT: Toward Transferable Model on Heterogeneous Researcher Data via Pre-Training	6
Online POI Recommendation: Learning Dynamic Geo-Human Interactions in Streams	6
Task Allocation Under Geo-Indistinguishability via Group-Based Noise Addition	6
Effective and Efficient Content Redundancy Detection of Web Videos	6
Multi-Relational Data Characterization by Tensors: Tensor Inversion	6

Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	6
Relaxed Locality Preserving Supervised Discrete Hashing	6
BusBeat: Early Event Detection with Real-Time Bus GPS Trajectories	6
Heterogeneous Daily Living Activity Learning Through Domain Invariant Feature Subspace	6
MiSTR: A Multiview Structural-Temporal Learning Framework for Rumor Detection	6
Metagraph-Based Life Pattern Clustering With Big Human Mobility Data	6
Hierarchical Recovery of Missing Air Pollution Data via Improved Long-Short Term Context Encoder Network	6
Regularized Spectral Clustering With Entropy Perturbation	6
Rethinking Embedded Unsupervised Feature Selection: A Simple Joint Approach	6
What and Why? Towards Duo Explainable Fauxtography Detection Under Constrained Supervision	6
Cloud Computing Assisted Mobile Healthcare Systems Using Distributed Data Analytic Model	6
An Overall Evaluation on Benefits of Competitive Influence Diffusion	6
Self-Attention Graph Convolution Residual Network for Traffic Data Completion	6
Fast Communication-Efficient Spectral Clustering over Distributed Data	6
Localization of Inpainting Forgery With Feature Enhancement Network	6
On Physical-Social-Aware Localness Inference by Exploring Big Data from Location-Based Services	6
FedCKE: Cross-Domain Knowledge Graph Embedding in Federated Learning	6
Self-Supervised Federated Adaptation for Multi-Site Brain Disease Diagnosis	6
A New Methodology for Storing Consistent Fuzzy Geospatial Data in Big Data Environment	6
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	6
A Drift-Sensitive Distributed LSTM Method for Short Text Stream Classification	6
Distributed Sparse Class-Imbalance Learning and Its Applications	5
Improving Chinese Word Representation Using Four Corners Features	5
Temporal Causal Modelling on Large Volume Enterprise Data	5
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	5
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	5
Automated Labeling for Robotic Autonomous Navigation Through Multi-Sensory Semi-Supervised Learning on Big Data	5
Private Empirical Risk Minimization With Analytic Gaussian Mechanism for Healthcare System	5
State-Aware Load Shedding From Input Event Streams in Complex Event Processing	5
Visualization of Big Spatial Data Using Coresets for Kernel Density Estimates	5
Data-Driven Digital Advertising with Uncertain Demand Model in Metro Networks	5
Causal Feature Selection With Efficient Spouses Discovery	5
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	5
Towards Scalable Multi-View Clustering via Joint Learning of Many Bipartite Graphs	5
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning	5
Fast Multi-View Outlier Detection via Deep Encoder	5
A Novel Hilbert Curve for Cache-Locality Preserving Loops	5
Parallel Overlapping Community Detection Algorithm on GPU	5
Noiseless Privacy: Definition, Guarantees, and Applications	5
Stark: Fast and Scalable Strassen’s Matrix Multiplication Using Apache Spark	5
A Black-Box Adversarial Attack Method via Nesterov Accelerated Gradient and Rewiring Towards Attacking Graph Neural Networks	5
Transfer to Rank for Top-N Recommendation	4
Metro OD Matrix Prediction Based on Multi-View Passenger Flow Evolution Trend Modeling	4
Domain Adaptive Network Embedding	4
A Cost-Driven Top-K Queries Optimization Approach on Federated RDF Systems	4
ATLAS: GAN-Based Differentially Private Multi-Party Data Sharing	4
Identification of Communities With Multi-Semantics via Bayesian Generative Model	4
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	4
SOREL: Efficient and Secure ORE-based Range Query over Outsourced Data	4
Social Media Driven Big Data Analysis for Disaster Situation Awareness: A Tutorial	4
Research on Escaping the Big-Data Traps in O2O Service Recommendation Strategy	4
Crime Prediction With Missing Data Via Spatiotemporal Regularized Tensor Decomposition	4
Efficient Strong Privacy-Preserving Conjunctive Keyword Search Over Encrypted Cloud Data	4
Self-Supervised Nodes-Hyperedges Embedding for Heterogeneous Information Network Learning	4
A Joint Community Detection Model: Integrating Directed and Undirected Probabilistic Graphical Models via Factor Graph With Attention Mechanism	4
Towards Long-Tailed Recognition for Graph Classification via Collaborative Experts	4
Visual Analysis of Multidimensional Big Data: A Scalable Lightweight Bundling Method for Parallel Coordinates	4
EvoSets: Tracking the Sensitivity of Dimensionality Reduction Results Across Subspaces	4
LongArms: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph	4
GraphMP: I/O-Efficient Big Graph Analytics on a Single Commodity Machine	4
Enabling Homogeneous GNNs to Handle Heterogeneous Graphs via Relation Embedding	4
Dense or Sparse : Elastic SPMM Implementation for Optimal Big-Data Processing	3
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	3
Fast Compressive Spectral Clustering for Large-Scale Sparse Graph	3
Cost-Efficient Scheduling of Streaming Applications in Apache Flink on Cloud	3
Understanding and Conquering the Difficulties in Identifying Third-party Librariesfrom Millions of Android Apps	3
Event Extraction by Associating Event Types and Argument Roles	3
Incorporating Heterogeneous User Behaviors and Social Influences for Predictive Analysis	3
Deep Convolutional Neural Network Based Medical Concept Normalization	3
Physical Black-Box Adversarial Attacks Through Transformations	3
Cross-Region Courier Displacement for On-Demand Delivery With Multi-Agent Reinforcement Learning	3
AMDECDA: Attention Mechanism Combined With Data Ensemble Strategy for Predicting CircRNA-Disease Association	3
Product Supply Optimization for Crowdfunding Campaigns	3
RCIVMM: A Route Choice-Based Interactive Voting Map Matching Approach for Complex Urban Road Networks	3
Fuzzy Deep Neural Learning Based on Goodman and Kruskal's Gamma for Search Engine Optimization	3
Shadow: Exploiting the Power of Choice for Efficient Shuffling in MapReduce	3
Multi-View Multi-Task Campaign Embedding for Cold-Start Conversion Rate Forecasting	3
Weak Supervision Learning for Object Co-Segmentation	3
Community Detection Based on Multiobjective Particle Swarm Optimization and Graph Attention Variational Autoencoder	3
A Composable Generative Framework Based on Prompt Learning for Various Information Extraction Tasks	3
Proxy-Based Graph Convolutional Hashing for Cross-Modal Retrieval	3
Application of Mathematical Optimization in Data Visualization and Visual Analytics: A Survey	3
Incorporating Prior Knowledge in Local Differentially Private Data Collection for Frequency Estimation	3
A Structured Approach Towards Big Data Identification	3
Modeling and Visualizing Student Flow	3
Who are the Best Adopters? User Selection Model for Free Trial Item Promotion	3
Accelerating ML/DL Applications with Hierarchical Caching on Deduplication Storage Clusters	3
I/O Workload Management for All-Flash Datacenter Storage Systems Based on Total Cost of Ownership	3
Robust Low Transformed Multi-Rank Tensor Completion With Deep Prior Regularization for Multi-Dimensional Image Recovery	3
SIESTA: A Scalable Infrastructure of Sequential Pattern Analysis	3
Anomaly Detection in Catalog Streams	3
PrivTDSI: A Local Differentially Private Approach for Truth Discovery via Sampling and Inference	3
Hybrid Optimization Algorithm for Detection of Security Attacks in IoT-Enabled Cyber-Physical Systems	2
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	2
Grasping Inter-Attribute and Temporal Variability in Multivariate Time Series	2