IEEE Transactions on Big Data

Article	Citations
Billion-Scale Similarity Search with GPUs	772
Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network	236
Algorithms of Unconstrained Non-Negative Latent Factor Analysis for Recommender Systems	121
Beyond the Patchwise Classification: Spectral-Spatial Fully Convolutional Networks for Hyperspectral Image Classification	101
PPHOPCM: Privacy-Preserving High-Order Possibilistic c-Means Algorithm for Big Data Clustering with Cloud Computing	81
A Big Data Enabled Channel Model for 5G Wireless Communication Systems	75
Differential Privacy Preserving of Training Model in Wireless Big Data with Edge Computing	72
An Epidemiological Neural Network Exploiting Dynamic Graph Structured Data Applied to the COVID-19 Outbreak	71
A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources	70
Federated Forest	69
Deep Model Based Transfer and Multi-Task Learning for Biological Image Analysis	69
COVID-19 Chest CT Image Segmentation Network by Multi-Scale Fusion and Enhancement Operations	67
NPP: A New Privacy-Aware Public Auditing Scheme for Cloud Data Sharing with Group Users	65
Data-Driven Web APIs Recommendation for Building Web Applications	65
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	64
Cloud Approach to Automated Crop Classification Using Sentinel-1 Imagery	61
Exploiting Deep Features for Remote Sensing Image Retrieval: A Systematic Investigation	58
Identification of Encrypted Traffic Through Attention Mechanism Based Long Short Term Memory	54
Dynamics of Public Opinions in an Online and Offline Social Network	54
COVID-19-CT-CXR: A Freely Accessible and Weakly Labeled Chest X-Ray and CT Image Collection on COVID-19 From Biomedical Literature	52
Clustering Analysis in the Wireless Propagation Channel with a Variational Gaussian Mixture Model	43
A Multilayered-and-Randomized Latent Factor Model for High-Dimensional and Sparse Matrices	42
A Multi-Order Distributed HOSVD with Its Incremental Computing for Big Services in Cyber-Physical-Social Systems	42
Sense and Sensibility: Characterizing Social Media Users Regarding the Use of Controversial Terms for COVID-19	37
Misinformation During the COVID-19 Outbreak in China: Cultural, Social and Political Entanglements	37

Urban Anomaly Analytics: Description, Detection, and Prediction	36
Hierarchical Particle Swarm Optimization-incorporated Latent Factor Analysis for Large-Scale Incomplete Matrices	36
B4SDC: A Blockchain System for Security Data Collection in MANETs	36
WiFind: Driver Fatigue Detection with Fine-Grained Wi-Fi Signal Features	34
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	33
An Incremental Tensor-Train Decomposition for Cyber-Physical-Social Big Data	33
Hyperbolic Graph Attention Network	32
Achieving Efficient and Privacy-Preserving Cross-Domain Big Data Deduplication in Cloud	32
National Scale Surface Deformation Time Series Generation through Advanced DInSAR Processing of Sentinel-1 Data within a Cloud Computing Environment	30
Predicting and Understanding Student Learning Performance Using Multi-Source Sparse Attention Convolutional Neural Networks	27
Multi-View Clustering With Self-Representation and Structural Constraint	26
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	26
Identity-Based Dynamic Data Auditing for Big Data Storage	24
P-MOD: Secure Privilege-Based Multilevel Organizational Data-Sharing in Cloud Computing	24
Hierarchical Density-Based Clustering Using MapReduce	24
Opportunistic Discovery of Personal Places Using Multi-Source Sensor Data	24
Towards Matching User Mobility Traces in Large-Scale Datasets	23
semi-Traj2Graph: Identifying Fine-grained Driving Style with GPS Trajectory Data via Multi-task Learning	22
Incremental Deep Computation Model for Wireless Big Data Feature Learning	22
Big Data Privacy in Biomedical Research	22
Extracting Medical Knowledge from Crowdsourced Question Answering Website	22
DAAC: Digital Asset Access Control in a Unified Blockchain Based E-Health System	22
Mining Deep Semantic Representations for Scene Classification of High-Resolution Remote Sensing Imagery	22
LSTM Based Phishing Detection for Big Email Data	22
A Mathematical Programming Formulation for Optimal Load Shifting of Electricity Demand for the Smart Grid	22
Knowledge Graphs for Social Good: An Entity-Centric Search Engine for the Human Trafficking Domain	21
Revocable Identity-Based Access Control for Big Data with Verifiable Outsourced Computing	21
MRMondrian: Scalable Multidimensional Anonymisation for Big Data Privacy Preservation	21
Country Image in COVID-19 Pandemic: A Case Study of China	21
Deep Neural Network-Based Impacts Analysis of Multimodal Factors on Heat Demand Prediction	21
Trust Based Incentive Scheme to Allocate Big Data Tasks with Mobile Social Cloud	20
Learning a Unified Blind Image Quality Metric via On-Line and Off-Line Big Training Instances	20
Collaborative Filtering With Network Representation Learning for Citation Recommendation	20
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	20
CrowdExpress: A Probabilistic Framework for On-Time Crowdsourced Package Deliveries	20
Forecasting People’s Needs in Hurricane Events from Social Network	20
Cost-Efficient Heterogeneous Worker Recruitment under Coverage Requirement in Spatial Crowdsourcing	19
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	19
Personalized Federated Learning with Adaptive Batchnorm for Healthcare	19
Comparison of Different Machine Learning Approaches to Predict Small for Gestational Age Infants	19
Kira: Processing Astronomy Imagery Using Big Data Technology	19
Active and Semi-Supervised Graph Neural Networks for Graph Classification	19
A Novel Dynamic Fusion Approach Using Information Entropy for Interval-Valued Ordered Datasets	18
A Machine Learning Based Framework for Verification and Validation of Massive Scale Image Data	18
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	17
K-Nearest Neighbor Search by Random Projection Forests	17
A New Approach of Exploiting Self-Adjoint Matrix Polynomials of Large Random Matrices for Anomaly Detection and Fault Location	17
Multiple Distance-Based Coding: Toward Scalable Feature Matching for Large-Scale Web Image Search	17
WukaStore: Scalable, Configurable and Reliable Data Storage on Hybrid Volunteered Cloud and Desktop Systems	17
Sleepy: Wireless Channel Data Driven Sleep Monitoring via Commodity WiFi Devices	17

Measuring Human and Economic Activity From Satellite Imagery to Support City-Scale Decision-Making During COVID-19 Pandemic	17
A Domain-Specific Bayesian Deep-Learning Approach for Air Pollution Forecast	16
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	16
Privacy-Preserving Aggregation in Federated Learning: A Survey	16
Representation and Reinforcement Learning for Task Scheduling in Edge Computing	15
Multi-Label Graph Convolutional Network Representation Learning	15
Integrating Data and Model Space in Ensemble Learning by Visual Analytics	15
Efficient Trustworthiness Management for Malicious User Detection in Big Data Collection	14
Toward Architectural and Protocol-Level Foundation for End-to-End Trustworthiness in Cloud/Fog Computing	14
Scalable Uncertainty-Aware Truth Discovery in Big Data Social Sensing Applications for Cyber-Physical Systems	14
An Adaptive Pattern Learning Framework to Personalize Online Seizure Prediction	14
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	14
Improving Accuracy and Diversity in Matching of Recommendation With Diversified Preference Network	14
Towards Ubiquitous Intelligent Computing: Heterogeneous Distributed Deep Neural Networks	13
Trustworthiness Evaluation-Based Routing Protocol for Incompletely Predictable Vehicular Ad Hoc Networks	13
A Spatiotemporal Data Summarization Approach for Real-Time Operation of Smart Grid	13
Understanding the Users and Videos by Mining a Novel Danmu Dataset	13
Fusing Location Data for Depression Prediction	13
IEMask R-CNN: Information-Enhanced Mask R-CNN	13
IRDA: Incremental Reinforcement Learning for Dynamic Resource Allocation	13
Semantic-Based and Entity-Resolution Fusion to Enhance Quality of Big RDF Data	13
Defending Batch-Level Label Inference and Replacement Attacks in Vertical Federated Learning	13
TUSQ: Targeted High-Utility Sequence Querying	12
A Privacy and Efficiency-Oriented Data Sharing Mechanism for IoTs	11
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	11
A Large-Scale Study of Android Malware Development Phenomenon on Public Malware Submission and Scanning Platform	11
MWBS: An Efficient Many-to-Many Wireless Big Data Delivery Scheme	11
An overview of healthcare data analytics with applications to the COVID-19 pandemic	11
Event Detection Through Differential Pattern Mining in Cyber-Physical Systems	11
ScaleJoin: A Deterministic, Disjoint-Parallel and Skew-Resilient Stream Join	11
Exploring Multi-Dimension User-Item Interactions With Attentional Knowledge Graph Neural Networks for Recommendation	11
Finding and Tracking Multi-Density Clusters in Online Dynamic Data Streams	11
Survey and Analysis of Current End-User Data Analytics Tool Support	10
Sparse User Check-in Venue Prediction By Exploring Latent Decision Contexts From Location-Based Social Networks	10
FEVERLESS: Fast and Secure Vertical Federated Learning based on XGBoost for Decentralized Labels	10
Predicting Fine-Grained Air Quality Based on Deep Neural Networks	10
Citywide Traffic Volume Inference with Surveillance Camera Records	10
Deadline-Aware Cost Optimization for Spark	10
Personalized Recommendation in P2P Lending Based on Risk-Return Management: A Multi-Objective Perspective	10
Benchmarking Blocking Algorithms for Web Entities	10
Leveraging Structured Biological Knowledge for Counterfactual Inference: A Case Study of Viral Pathogenesis	10
Towards Efficient Local Causal Structure Learning	10
Large-Scale Data Pollution with Apache Spark	10
cGAIL: Conditional Generative Adversarial Imitation Learning—An Application in Taxi Drivers’ Strategy Learning	9
AMIC: An Adaptive Information Theoretic Method to Identify Multi-Scale Temporal Correlations in Big Time Series Data	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
A Survey on the Methods and Results of Data-Driven Koopman Analysis in the Visualization of Dynamical Systems	9
Adaptive Client Clustering for Efficient Federated Learning over Non-IID and Imbalanced Data	9
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	9
FedFAIM: A Model Performance-based Fair Incentive Mechanism for Federated Learning	9
Missing Air Pollution Data Recovery Based on Long-Short Term Context Encoder	9
A Survey on Integrity Auditing for Data Storage in the Cloud: From Single Copy to Multiple Replicas	9
Relational Learning Improves Prediction of Mortality in COVID-19 in the Intensive Care Unit	9
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	9
Mosaicking Copernicus Sentinel-1 Data at Global Scale	8
MAFI: GNN-Based Multiple Aggregators and Feature Interactions Network for Fraud Detection Over Heterogeneous Graph	8
Mining Stable Communities in Temporal Networks by Density-Based Clustering	8
Augmented Multi-Party Computation Against Gradient Leakage in Federated Learning	8
Deep Tensor CCA for Multi-view Learning	8
To Your Surprise: Identifying Serendipitous Collaborators	8
ASTROIDE: A Unified Astronomical Big Data Processing Engine over Spark	8
On Power-Peak-Aware Scheduling for Large-Scale Shared Clusters	8
A User-Oriented Taxi Ridesharing System with Large-Scale Urban GPS Sensor Data	8
Neurally-Guided Semantic Navigation in Knowledge Graph	7
Momentum-Incorporated Symmetric Non-Negative Latent Factor Models	7
Supervised Discrete Multiple-Length Hashing for Image Retrieval	7
CloudFinder: A System for Processing Big Data Workloads on Volunteered Federated Clouds	7
How to Protect Ourselves From Overlapping Community Detection in Social Networks	7
Incorporating Data Context to Cost-Effectively Automate End-to-End Data Wrangling	7
A Survey on Role-Oriented Network Embedding	7
On Security of an Identity-Based Dynamic Data Auditing Protocol for Big Data Storage	7
A Memory Network Information Retrieval Model for Identification of News Misinformation	7
Fast and Positive Definite Estimation of Large Covariance Matrix for High-Dimensional Data Analysis	7
DSTAGCN: Dynamic Spatial-Temporal Adjacent Graph Convolutional Network for Traffic Forecasting	7
Bi-Directional Feature Fixation-Based Particle Swarm Optimization for Large-Scale Feature Selection	7
Reputation-Aware Federated Learning Client Selection based on Stochastic Integer Programming	7
BioCyBig: A Cyberphysical System for Integrative Microfluidics-Driven Analysis of Genomic Association Studies	7
Fast Communication-Efficient Spectral Clustering over Distributed Data	6
GGNN: Graph-Based GPU Nearest Neighbor Search	6

Privacy-preserving Federated Adversarial Domain Adaptation over Feature Groups for Interpretability	6
An Experimental Study of Byzantine-Robust Aggregation Schemes in Federated Learning	6
Long-term Origin-Destination Demand Prediction with Graph Deep Learning	6
A New Methodology for Storing Consistent Fuzzy Geospatial Data in Big Data Environment	6
BusBeat: Early Event Detection with Real-Time Bus GPS Trajectories	6
Dual Uncertainty-Guided Mixing Consistency for Semi-Supervised 3D Medical Image Segmentation	6
Privacy and Efficiency of Communications in Federated Split Learning	6
Hybrid Riemannian Graph-Embedding Metric Learning for Image Set Classification	6
Optical Compressive Imaging Technologies for Space Big Data	6
A Meta Path Based Method for Entity Set Expansion in Knowledge Graph	6
Multiple-Perspective Clustering of Passive Wi-Fi Sensing Trajectory Data	6
Link Prediction in Knowledge Graphs: A Hierarchy-Constrained Approach	6
Mining Diversified Top-r Lasting Cohesive Subgraphs on Temporal Networks	6
Practical Vertical Federated Learning with Unsupervised Representation Learning	6
Fast Multi-View Outlier Detection via Deep Encoder	6
Towards Effective Clustered Federated Learning: A Peer-to-peer Framework with Adaptive Neighbor Matching	6
A Two-phase Method to Balance the Result of Distributed Graph Repartitioning	6
GGraph: An Efficient Structure-Aware Approach for Iterative Graph Processing	6
Stark: Fast and Scalable Strassen’s Matrix Multiplication Using Apache Spark	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
Learning Critically: Selective Self-Distillation in Federated Learning on Non-IID Data	5
Convolutional Neural Networks for Spectroscopic Redshift Estimation on Euclid Data	5
MNL: A Highly-Efficient Model for Large-scale Dynamic Weighted Directed Network Representation	5
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	5
RPT: Toward Transferable Model on Heterogeneous Researcher Data via Pre-Training	5
A Drift-Sensitive Distributed LSTM Method for Short Text Stream Classification	5
Heterogeneous Daily Living Activity Learning Through Domain Invariant Feature Subspace	5
On Physical-Social-Aware Localness Inference by Exploring Big Data from Location-Based Services	5
Regularized Spectral Clustering With Entropy Perturbation	5
Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	5
An Overall Evaluation on Benefits of Competitive Influence Diffusion	5
Automated Labeling for Robotic Autonomous Navigation Through Multi-Sensory Semi-Supervised Learning on Big Data	5
A Scalable Algorithm for Large-Scale Unsupervised Multi-View Partial Least Squares	5
Quality Inference in Federated Learning With Secure Aggregation	5
AF-GCN: Attribute-Fusing Graph Convolution Network for Recommendation	5
A Novel Hilbert Curve for Cache-Locality Preserving Loops	5
Data-Driven Digital Advertising with Uncertain Demand Model in Metro Networks	5
Multiple Testing for Outlier Detection in Space Telemetries	5
SBPA: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in AIoT-Based Federated Learning System	5
Distributed Sparse Class-Imbalance Learning and Its Applications	5
Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation	4
Approximate Clustering Ensemble Method for Big Data	4
EvoSets: Tracking the Sensitivity of Dimensionality Reduction Results Across Subspaces	4
Research on Escaping the Big-Data Traps in O2O Service Recommendation Strategy	4
Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies	4
GraphMP: I/O-Efficient Big Graph Analytics on a Single Commodity Machine	4
Frequent Subgraph Mining Algorithms in Static and Temporal Graph-Transaction Settings: A Survey	4
Fast Compressive Spectral Clustering for Large-Scale Sparse Graph	4
A Joint Community Detection Model: Integrating Directed and Undirected Probabilistic Graphical Models via Factor Graph With Attention Mechanism	4
Practical Attribute Reconstruction Attack Against Federated Learning	4
MiSTR: A Multiview Structural-Temporal Learning Framework for Rumor Detection	4
A Survey of Data Pricing for Data Marketplaces	4
Visualization of Big Spatial Data Using Coresets for Kernel Density Estimates	4
FedCKE: Cross-Domain Knowledge Graph Embedding in Federated Learning	4
Causal Feature Selection With Efficient Spouses Discovery	4
Noiseless Privacy: Definition, Guarantees, and Applications	4
Cloud Computing Assisted Mobile Healthcare Systems Using Distributed Data Analytic Model	4
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	4
WTDP-Shapley: Efficient and Effective Incentive Mechanism in Federated Learning for Intelligent Safety Inspection	4
Domain Adaptive Network Embedding	4
Metagraph-Based Life Pattern Clustering With Big Human Mobility Data	4
SGAE: Stacked Graph Autoencoder for Deep Clustering	4
Improving Chinese Word Representation Using Four Corners Features	4
Effective and Efficient Content Redundancy Detection of Web Videos	4
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	4
Multi-Relational Data Characterization by Tensors: Tensor Inversion	4
RoD: Evaluating the Risk of Data Disclosure Using Noise Estimation for Differential Privacy	4
RCIVMM: A Route Choice-Based Interactive Voting Map Matching Approach for Complex Urban Road Networks	3
Online POI Recommendation: Learning Dynamic Geo-Human Interactions in Streams	3
Efficient Event Inference and Context-Awareness in Internet of Things Edge Systems	3
MarS-FL: Enabling Competitors to Collaborate in Federated Learning	3
Dense or Sparse : Elastic SPMM Implementation for Optimal Big-Data Processing	3
Visual Analysis of Spatio-Temporal Event Predictions: Investigating the Spread Dynamics of Invasive Species	3
Data Privacy Threat Modelling for Autonomous Systems: A Survey From the GDPR's Perspective	3
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	3
Deep Incremental Hashing for Semantic Image Retrieval With Concept Drift	3
Modeling and Visualizing Student Flow	3
Self-Attention Graph Convolution Residual Network for Traffic Data Completion	3
A Time Series Mining Approach for Agricultural Area Detection	3
Parallel Overlapping Community Detection Algorithm on GPU	3
Cross-Region Courier Displacement for On-Demand Delivery With Multi-Agent Reinforcement Learning	3
Comorbidity Patterns and Its Impact on Health Outcomes: Two-Way Clustering Analysis	3
Hierarchical Recovery of Missing Air Pollution Data via Improved Long-Short Term Context Encoder Network	3
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	3
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	3
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	3
Shadow: Exploiting the Power of Choice for Efficient Shuffling in MapReduce	3
Crime Prediction With Missing Data Via Spatiotemporal Regularized Tensor Decomposition	3
Efficient Strong Privacy-Preserving Conjunctive Keyword Search Over Encrypted Cloud Data	3
Innovative Approach for PMM Data Processing and Analytics	3
Identification of Communities With Multi-Semantics via Bayesian Generative Model	3
What and Why? Towards Duo Explainable Fauxtography Detection Under Constrained Supervision	3
Product Supply Optimization for Crowdfunding Campaigns	3
Relaxed Locality Preserving Supervised Discrete Hashing	3