IEEE Transactions on Big Data

Article	Citations
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	1252
Digital Twin Data Management: A Comprehensive Review	289
A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning	180
A Multi-Modal Assessment Framework for Comparison of Specialized Deep Learning and General-Purpose Large Language Models	99
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	97
Momentum-Incorporated Symmetric Non-Negative Latent Factor Models	85
Efficient Interactive Global Cellular Signal Strength Visualization	81
GGraph: An Efficient Structure-Aware Approach for Iterative Graph Processing	80
A Joint Community Detection Model: Integrating Directed and Undirected Probabilistic Graphical Models via Factor Graph With Attention Mechanism	79
A Scalable Algorithm for Large-Scale Unsupervised Multi-View Partial Least Squares	62
RCIVMM: A Route Choice-Based Interactive Voting Map Matching Approach for Complex Urban Road Networks	60
Relaxed Locality Preserving Supervised Discrete Hashing	60
Multiple-Perspective Clustering of Passive Wi-Fi Sensing Trajectory Data	59
An Overall Evaluation on Benefits of Competitive Influence Diffusion	50
A Structured Approach Towards Big Data Identification	44
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	42
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	42
A Drift-Sensitive Distributed LSTM Method for Short Text Stream Classification	40
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	40
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	40
SBPA: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in AIoT-Based Federated Learning System	39
Resource-Aware Federated Neural Architecture Search over Heterogeneous Mobile Devices	39
Novel Multi-Feature Fusion Facial Aesthetic Analysis Framework	37
Cloud Computing Assisted Mobile Healthcare Systems Using Distributed Data Analytic Model	36
Improved Gradient Inversion Attacks and Defenses in Federated Learning	34

Deep Incremental Hashing for Semantic Image Retrieval With Concept Drift	33
Asynchronous Parallel Incremental Block-Coordinate Descent for Decentralized Machine Learning	32
Online Heterogeneous Streaming Feature Selection Without Feature Type Information	31
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	31
Learning Causal Chain Graph Structure via Alternate Learning and Double Pruning	31
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	31
Legal Transition Sequence Recognition of a Bounded Petri Net Using a Gate Recurrent Unit	31
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index	30
A Universal and Efficient Multi-Modal Smart Contract Vulnerability Detection Framework for Big Data	30
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	30
Harnessing the Power of Local Supervision in Federated Learning	30
LGRL: Local-Global Representation Learning for On-the-Fly FG-SBIR	30
Data-Free Knowledge Filtering and Distillation in Federated Learning	30
Training Large-Scale Graph Neural Networks via Graph Partial Pooling	29
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	29
Parallelly Running and Privacy-Preserving Agglomerative Hierarchical Clustering in Outsourced Cloud Computing Environments	28
Debiased Cross Contrastive Quantization for Unsupervised Image Retrieval	27
AKGNN: Attribute Knowledge Graph Neural Networks Recommendation for Corporate Volunteer Activities	27
Higher-Order Smoothness Enhanced Graph Collaborative Filtering	27
Can Rumor Detection Enhance Fact Verification? Unraveling Cross-Task Synergies Between Rumor Detection and Fact Verification	27
Multi-granularity Feature Interaction and Multi-region Selection based Triplet Visual Question Answering	24
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	24
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	23
Data Reconstruction and Protection in Federated Learning for Fine-Tuning Large Language Models	23
Towards Dynamic Verifiable Pattern Matching	23
MC-GNN: Multi-Channel Graph Neural Networks With Hilbert-Schmidt Independence Criterion	23
Multi-Relation Extraction via A Global-Local Graph Convolutional Network	22
A User-Oriented Taxi Ridesharing System with Large-Scale Urban GPS Sensor Data	22
Emulating Reader Behaviors for Fake News Detection	22
BusBeat: Early Event Detection with Real-Time Bus GPS Trajectories	22
Modeling and Visualizing Student Flow	22
Stark: Fast and Scalable Strassen’s Matrix Multiplication Using Apache Spark	21
Multiple Distance-Based Coding: Toward Scalable Feature Matching for Large-Scale Web Image Search	21
GCLNet: Generalized Contrastive Learning for Weakly Supervised Temporal Action Localization	21
Grasping Inter-Attribute and Temporal Variability in Multivariate Time Series	21
Fast Compressive Spectral Clustering for Large-Scale Sparse Graph	20
A Deep Learning-Based Data Minimization Algorithm for Fast and Secure Transfer of Big Genomic Datasets	20
To Your Surprise: Identifying Serendipitous Collaborators	20
Managing Big Interval Data with CINTIA: The Checkpoint INTerval Array	20
Finding and Tracking Multi-Density Clusters in Online Dynamic Data Streams	20
A Large-Scale Study of Android Malware Development Phenomenon on Public Malware Submission and Scanning Platform	20
Optimal Subdata Selection for Prediction Based on the Distribution of the Covariates	19
Regression Analysis of Predictions and Forecasts of Cloud Data Center KPIs Using the Boosted Decision Tree Algorithm	19
Self-Guided Graph Refinement with Progressive Fusion for Multiplex Graph Contrastive Representation Learning	19
Portraying Fine-grained Tenant Portrait for Churn Prediction using Semi-supervised Graph Convolution and Attention Network	19
Stable Learning via Dual Feature Learning	18
A Query-Aware Method for Approximate Range Search in Hamming Space	18
Accurate Network Alignment via Consistency in Node Evolution	18
Effective Personalized Search With Heterogeneous Graph Based Hawkes Process	18
Identification of Encrypted Traffic Through Attention Mechanism Based Long Short Term Memory	18

Mining Stable Communities in Temporal Networks by Density-Based Clustering	18
A Survey on Truth Discovery: Concepts, Methods, Applications, and Opportunities	18
Local High-Order Graph Learning for Multi-View Clustering	17
Robust Joint Graph Learning for Multi-View Clustering	17
DCLCSE: Dynamic Curriculum Learning Based Contrastive Learning of Sentence Embeddings	17
Graph Convolutional Networks With Collaborative Feature Fusion for Sequential Recommendation	17
Improving Accuracy and Diversity in Matching of Recommendation With Diversified Preference Network	16
Learning-Based Distributed Spatio-Temporal k Nearest Neighbors Join	16
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	16
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	16
MAFI: GNN-Based Multiple Aggregators and Feature Interactions Network for Fraud Detection Over Heterogeneous Graph	16
A Novel Dynamic Fusion Approach Using Information Entropy for Interval-Valued Ordered Datasets	15
Towards Scalable Multi-View Clustering via Joint Learning of Many Bipartite Graphs	15
Large Language Models for Link Stealing Attacks Against Graph Neural Networks	15
NAGphormer+: A Tokenized Graph Transformer With Neighborhood Augmentation for Node Classification in Large Graphs	15
MNL: A Highly-Efficient Model for Large-scale Dynamic Weighted Directed Network Representation	15
Enhanced Multi-Scale Features Mutual Mapping Fusion Based on Reverse Knowledge Distillation for Industrial Anomaly Detection and Localization	15
Hybrid Optimization Algorithm for Detection of Security Attacks in IoT-Enabled Cyber-Physical Systems	15
AFML: An Asynchronous Federated Meta-Learning Mechanism for Charging Station Occupancy Prediction with Biased and Isolated Data	15
DSTAGCN: Dynamic Spatial-Temporal Adjacent Graph Convolutional Network for Traffic Forecasting	15
Billion-Scale Similarity Search with GPUs	15
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	14
AGE: Age-Gender Effect on Faculty Career Progression in American Universities	14
A novel concept-cognitive learning model oriented to three-way concept for knowledge acquisition	14
x-ECON: Explainable Event-Consumption Commonsense Reasoning	14
Utility-driven Data Analytics Algorithm for Transaction Modifications Using Pre-large Concept with Single Database Scan	14
Defending Batch-Level Label Inference and Replacement Attacks in Vertical Federated Learning	13
Adaptive Superpixel Segmentation With Non-Uniform Seed Initialization	13
ALD-GCN: Graph Convolutional Networks With Attribute-Level Defense	13
DBNetVizor: Visual Analysis of Dynamic Basketball Player Networks	13
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	13
On the Convergence of Federated Learning Algorithms Without Data Similarity	13
Worker Similarity-Based Label Completion for Crowdsourcing	13
Causal Feature Selection With Efficient Spouses Discovery	13
Imperceptible Physical Attack Against Face Recognition Systems via LED Illumination Modulation	13
IEMask R-CNN: Information-Enhanced Mask R-CNN	12
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	11
A Knowledge-Enhanced Multi-View Framework for Drug-Target Interaction Prediction	11
Secret Specification Based Personalized Privacy-Preserving Analysis in Big Data	11
What and Why? Towards Duo Explainable Fauxtography Detection Under Constrained Supervision	11
2021 Index IEEE Transactions on Big Data Vol. 7	11
Cascaded Knowledge-Level Fusion Network for Online Course Recommendation System	11
Maximal Quasi-Cliques Mining in Uncertain Graphs	11
Enhancing the Transferability of Adversarial Examples with Random Diversity Ensemble and Variance Reduction Augmentation	11
Towards Real-Time Network Intrusion Detection With Image-Based Sequential Packets Representation	10
A Privacy-preserving Large-scale Image Retrieval Framework with Vision GNN Hashing	10
Cepe-FL: Communication-efficient and Privacy-enhanced Federated Learning via Adaptive Compressive Sensing	10
How to Protect Ourselves From Overlapping Community Detection in Social Networks	10
An End-to-End Approach for Graph-Based Multi-View Data Clustering	10
Enabling Homogeneous GNNs to Handle Heterogeneous Graphs via Relation Embedding	10
Sense and Sensibility: Characterizing Social Media Users Regarding the Use of Controversial Terms for COVID-19	10
Distributed Dual Averaging Based Data Clustering	9
Scalable Distributed Data Anonymization for Large Datasets	9
Self-Supervised Federated Adaptation for Multi-Site Brain Disease Diagnosis	9
Noiseless Privacy: Definition, Guarantees, and Applications	9
Research of Federated Learning Application Methods and Social Responsibility	9
A Data-driven Approach to Harvesting Latent Reduced Models to Precondition Lossy Compression for Scientific Data	9
OpinionRank: Trustworthy Website Detection Using Three Valued Subjective Logic	9
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	9
UGCC: Social Media User Geolocation via Cyclic Coupling	9
Reliable Data Augmented Contrastive Learning for Sequential Recommendation	8
Seq2CASE: Weakly Supervised Sequence to Commentary Aspect Score Estimation for Recommendation	8
Federated Meta Embedding Concept Stock Recommendation	8
Accelerating Blockchain-Enabled Federated Learning with Clustered Clients	8
LBFL: A Lightweight Blockchain-based Federated Learning Framework with Proof-of-Contribution Committee Consensus	8
Cosine Multilinear Principal Component Analysis for Recognition	8
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	8
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network	8
Efficient and Secure Data Sharing Scheme on Interoperable Blockchain Database	8
Domain Adaptation for Label Distribution Learning	8
Verifiable and Privacy-Preserving $k$-NN Query Scheme with Multiple Keys	8
Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records	8
Dynamic Hypergraph Structure Learning for Multivariate Time Series Forecasting	8
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	8
Mixup Virtual Adversarial Training for Robust Vision Transformers	8
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	7
DGNN: Decoupled Graph Neural Networks With Structural Consistency Between Attribute and Graph Embedding Representations	7
Where Shall We Go: Point-of-Interest Group Recommendation With User Preference Embedding	7
Sparse User Check-in Venue Prediction By Exploring Latent Decision Contexts From Location-Based Social Networks	7
Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing	7

Big Data Analysis for Industrial Activity Recognition Using Attention-Inspired Sequential Temporal Convolution Network	7
Towards Fraud Detection Via Fine-Grained Classification of User Behavior	7
Data-Centric Graph Learning: A Survey	7
Neurally-Guided Semantic Navigation in Knowledge Graph	7
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	7
Multiscale Feature-guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System	7
Parallel Graph Learning with Temporal Stamp Encoding for Fraudulent Transactions Detections	7
Tailored Definitions With Easy Reach: Complexity-Controllable Definition Generation	7
Altrumetrics: Inferring Altruism Propensity Based on Mobile Phone Use Patterns	7
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	7
Generalized Time Series Classification via Component Decomposition and Alignment	6
TgStore: An Efficient Storage System for Large Time-Evolving Graphs	6
Learning From Crowds Using Graph Neural Networks With Attention Mechanism	6
A New Methodology for Storing Consistent Fuzzy Geospatial Data in Big Data Environment	6
To Write or Not to Write as a Machine? That's the Question	6
A Multiplex Hypergraph Attribute-based Graph Collaborative Filtering for Cold-start POI Recommendation	6
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	6
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	6
Identity-Based Dynamic Data Auditing for Big Data Storage	6
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	6
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	6
Spatio-Temporal Transformer Network for Weather Forecasting	6
Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network	6
Higher-order Community Detection by Motif-based Modularity Optimization	6
A Collaborative Network-Based Retrieval Model for Open Source Domain Experts	6
Data Privacy Threat Modelling for Autonomous Systems: A Survey From the GDPR's Perspective	6
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	6
Rethinking Embedded Unsupervised Feature Selection: A Simple Joint Approach	6
Fast and Positive Definite Estimation of Large Covariance Matrix for High-Dimensional Data Analysis	6
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	6
Enabling Fast Exploratory Analyses Over Voluminous Spatiotemporal Data Using Analytical Engines	6
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	6
Self-Supervised Nodes-Hyperedges Embedding for Heterogeneous Information Network Learning	5
3A Multi-Classification Division-Aggregation Framework for Fake News Detection	5
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	5
LongArms: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph	5
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference	5
Cross-Region Courier Displacement for On-Demand Delivery With Multi-Agent Reinforcement Learning	5
Efficient Strong Privacy-Preserving Conjunctive Keyword Search Over Encrypted Cloud Data	5
Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction	5
Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	5
Use of transfer learning for affordable in-context fake review generation	5
A Multi-Branch Decoder Network Approach to Adaptive Temporal Data Selection and Reconstruction for Big Scientific Simulation Data	5
Big Data for the Social Good: The Drought Early-Warning Experience Report	5
Improved Box Embeddings for Fine-Grained Entity Typing	5
Application of Mathematical Optimization in Data Visualization and Visual Analytics: A Survey	5
Incorporating Prior Knowledge in Local Differentially Private Data Collection for Frequency Estimation	5
Learning Critically: Selective Self-Distillation in Federated Learning on Non-IID Data	5
zkFL: Zero-Knowledge Proof-Based Gradient Aggregation for Federated Learning	5
Regularized Spectral Clustering With Entropy Perturbation	5
Hierarchical Recovery of Missing Air Pollution Data via Improved Long-Short Term Context Encoder Network	5
Accelerating Vertical Federated Learning	5
Dense or Sparse : Elastic SPMM Implementation for Optimal Big-Data Processing	5
BL: An Efficient Index for Reachability Queries on Large Graphs	5
MarS-FL: Enabling Competitors to Collaborate in Federated Learning	5
NPP: A New Privacy-Aware Public Auditing Scheme for Cloud Data Sharing with Group Users	4
Online News-Based Economic Sentiment Index	4
Multivariate Time-Series Forecasting Model: Predictability Analysis and Empirical Study	4
A Multi-Modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling	4
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data	4
Efficient Forward and Backward Private Conjunctive Searchable Encryption with Comprehensive Verification	4
Trustworthiness Evaluation-Based Routing Protocol for Incompletely Predictable Vehicular Ad Hoc Networks	4
Is Split Learning Privacy-Preserving for Fine-Tuning Large Language Models?	4
Towards Enhancing Inter-Domain Routing Security with Visualization and Visual Analytics	4
Ranking Neighborhood and Class Prototype Contrastive Learning for Time Series	4
Adaptive Powerball Stochastic Conjugate Gradient for Large-Scale Learning	4
Proxy-Based Graph Convolutional Hashing for Cross-Modal Retrieval	4
Hierarchical Deep Reinforcement Learning for VWAP Strategy Optimization	4
Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning	4
Restoration of Recaptured Screen Images with A Divide and Conquer Strategy	4
Cost-Aware Triangle Counting over Geo-Distributed Datacenters	4
AnesFormer: An End-to-End Framework for EEG-Based Anesthetic State Classification	4
Distilling Fair Representations From Fair Teachers	4
Cross-Modality and Equity-Aware Graph Pooling Fusion: A Bike Mobility Prediction Study	4
Graph Contrastive Learning for Clustering of Multi-Layer Networks	4
Denoising Neural Relation Extraction for Spatio-temporal Recommendation System	4
Weak Multi-Label Data Stream Classification Under Distribution Changes in Labels	4
Many Hands Make Light Work: Group Influence Maximization in Evolving Social Networks	4
Anomaly Detection in Multi-Level Model Space	3
A Privacy and Efficiency-Oriented Data Sharing Mechanism for IoTs	3
2024 Reviewers List*	3
FuzzyPPI: Large-Scale Interaction of Human Proteome at Fuzzy Semantic Space	3
Comprehensive Architecture Search for Deep Graph Neural Networks	3
Visual Analysis of Spatio-Temporal Event Predictions: Investigating the Spread Dynamics of Invasive Species	3
MSST: Multi-Scale Spatial-Temporal Representation Learning for Trajectory Similarity Computation	3
Efficient Graph Processing with Invalid Update Filtration	3
Multi-view Heterogeneous HyperGNN for Heterophilic Knowledge Combination Prediction	3
A Data-Centric $\ell$-Diversity Model for Securely Publishing Personal Data With Enhanced Utility	3
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification	3
DAWN: Domain Generalization Based Network Alignment	3
Active and Semi-Supervised Graph Neural Networks for Graph Classification	3
Data-Driven Web APIs Recommendation for Building Web Applications	3
Identification of Communities With Multi-Semantics via Bayesian Generative Model	3
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications	3
ATLAS: GAN-Based Differentially Private Multi-Party Data Sharing	3