IEEE Transactions on Big Data

Article	Citations
A Query-Aware Method for Approximate Range Search in Hamming Space	304
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	292
A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition	132
Mining Stable Communities in Temporal Networks by Density-Based Clustering	130
FIFA: A Forest-Based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	123
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	108
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	93
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	88
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	80
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	74
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	69
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	69
Using Construction Waste Hauling Trucks’ GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	69
A High-Throughput Method for Fabric in Scenarios With Multiple Aborted Transactions	63
A Fast Linearithmic Graph Clustering Approach for Big Data Using Gravitational Attraction Principle	61
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	61
A Structured Approach Towards Big Data Identification	61
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	60
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	58
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	56
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	55
DTWformer: A DTW-Based Transformer for Multivariate Time Series Forecasting	54
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	53
HGMRec: A Hypergraph-Based Medical Knowledge-Enhanced Literature Recommendation Model	53
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	53

On the Convergence of Federated Learning Algorithms Without Data Similarity	50
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	50
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	48
IEMask R-CNN: Information-Enhanced Mask R-CNN	47
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	45
Cosine Multilinear Principal Component Analysis for Recognition	45
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	44
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	44
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	43
Higher-Order Community Detection by Motif-Based Modularity Optimization	43
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	42
Towards Fraud Detection via Fine-Grained Classification of User Behavior	40
Determination of the Number of Clusters in High-Dimensional Data With Subspace Clusters	39
Diffusion-based Multi-agent with Reinforcement Learning for Multimodal-based Recommendation	39
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	37
Research of Federated Learning Application Methods and Social Responsibility	37
RAT: R esidual A ttention T ransformer for Tabular Data	37
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	37
Joint Multi-Feature Information Entity Alignment for Cross-Lingual Temporal Knowledge Graph With BERT	36
AnesFormer: An End-to-End Framework for EEG-Based Anesthetic State Classification	35
Adapt Anything: Tailor Any Image Classifier Across Domains and Categories Using Text-to-Image Diffusion Models	35
Multi-View Spectral Clustering on the Grassmannian Manifold With Hypergraph Representation	35
Feature Subspace Learning-Based Binary Differential Evolution Algorithm for Unsupervised Feature Selection	34
Data-Driven Web APIs Recommendation for Building Web Applications	34
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data	34
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference	33
Use of Transfer Learning for Affordable In-Context Fake Review Generation	33
Efficient Forward and Backward Private Conjunctive Searchable Encryption With Comprehensive Verification	33
Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise	33
Hierarchical Lifelong Machine Learning With “Watchdog”	32
Attention-Based Complex Logical Query on Temporal Knowledge Graph via Graph Neural Network	32
Intent-Driven Semantic Query: An Effective Approach for Temporal Knowledge Graph Query	31
Efficient Event Inference and Context-Awareness in Internet of Things Edge Systems	31
Label Correction via Contrastive Embedding for Noisy Multi-label Learning	31
Efficient Dataset Distillation via Generative Pruning	29
Fine-Tuned Personality Federated Learning for Graph Data	28
Boosting Encrypted Traffic Classification Using Feature-Enhanced Recurrent Neural Network With Angle Constraint	28
Data Exchange for the Metaverse With Accountable Decentralized TTPs and Incentive Mechanisms	27
A Comprehensive Image Protection Framework Based on High-Capacity Adversarial Data Hiding	27
Accelerating Heterogeneous Tensor Parallelism via Flexible Workload Control	27
A Composable Generative Framework Based on Prompt Learning for Various Information Extraction Tasks	26
Streaming Local Community Detection Through Approximate Conductance	26
Multi-View Clustering With Self-Representation and Structural Constraint	26
Decentralized Federated Learning: A Survey on Security and Privacy	26
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	26
SIESTA: A Scalable Infrastructure of Sequential Pattern Analysis	26
Efficiently Transfer User Profile Across Networks	26
A Federated Convolution Transformer for Fake News Detection	25
Heterogeneous Social Event Detection via Hyperbolic Graph Representations	25
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	25

Two-Step Nyström Sampling for Large-Scale Kernel Approximation	25
AugGPT: Leveraging ChatGPT for Text Data Augmentation	24
RGSE: Robust Graph Structure Embedding for Anomalous Link Detection	24
Computing Significant Cliques in Large Labeled Networks	23
Efficient Asynchronous Multi-Participant Vertical Federated Learning	23
Enhanced Approaches for Anomaly Detection in Streaming Data: Coupling Gaussian Distributions with Space Trees and Adaptive AutoEncoders	23
Practical Attribute Reconstruction Attack Against Federated Learning	23
A Survey of Large Language Models for Traffic Forecasting: Methods and Applications	23
Graph Prompt Learning Method for the Demand-Responsive Transport Routing Problem	23
Topology-Based Node-Level Membership Inference Attacks on Graph Neural Networks	22
Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition	22
SGAMF: Sparse Gated Attention-Based Multimodal Fusion Method for Fake News Detection	22
Fast Multi-View Outlier Detection via Deep Encoder	22
Weak Supervision Learning for Object Co-Segmentation	22
Dual-Channel Learning Framework for miRNA-Drug Interaction Prediction Based on Structural Features and Signed Bipartite Graph Neural Network	21
Information Switching Patterns of Risk Communication in Social Media During Disasters	21
An Effective 2-Dimension Graph Partitioning for Work Stealing Assisted Graph Processing on Multi-FPGAs	21
Metagraph-Based Life Pattern Clustering With Big Human Mobility Data	21
Efficient and Privacy-Preserving Aggregate Query Over Public Property Graphs	20
eBoF: Interactive Temporal Correlation Analysis for Ensemble Data Based on Bag-of-Features	20
PViTGAtt-IP: Severity Quantification of Lung Infections in Chest X-Rays and CT Scans via Parallel and Cross-Attended Encoders	20
Multi-Label Graph Convolutional Network Representation Learning	20
GBDE: Granular-Ball Textual Adversarial Attacks With Differential Evolution	20
A Survey on the Methods and Results of Data-Driven Koopman Analysis in the Visualization of Dynamical Systems	20
CAPTOR: Cyber Attack Protection via Temporal Online Graph Representation Learning	19
Revocable DSSE in Healthcare Systems With Range Query Support	19
Generation of Hard SAT Instances and Its Application in Negative Databases for Privacy Enhancement	19
CEGOOD: Community Enhanced Graph Out-of-Distribution Detection	19
Substructure-Aware Graph Representation Learning via Adaptive Node Absorbing	19
Self-Attention Graph Convolution Residual Network for Traffic Data Completion	18
Expertise or Hallucination? A Comprehensive Evaluation of ChatGPT's Aptitude in Clinical Genetics	18
PureRx: A Non-Fungible Token-Based Prescription Management for Efficient and Secure Healthcare System	18
Optimizing Deduplication Parameters via a Change-Estimation Analytical Model	18
GGNN: Graph-Based GPU Nearest Neighbor Search	18
Adaptive Graph Structure Learning Neural Rough Differential Equations for Multivariate Time Series Forecasting	17
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning	17
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	17
A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications	17
Editorial Emerging Horizons: The Rise of Large Language Models and Cross-Modal Generative AI	17
Improved Gradient Inversion Attacks and Defenses in Federated Learning	16
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index	16
Portraying Fine-Grained Tenant Portrait for Churn Prediction Using Semi-Supervised Graph Convolution and Attention Network	16
Efficient Interactive Global Cellular Signal Strength Visualization	15
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	15
GTPool: Graph Transformer Pooling With Diverse Sampling	15
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	15
An Overall Evaluation on Benefits of Competitive Influence Diffusion	15
GCLNet: Generalized Contrastive Learning for Weakly Supervised Temporal Action Localization	15
Regression Analysis of Predictions and Forecasts of Cloud Data Center KPIs Using the Boosted Decision Tree Algorithm	15
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	14
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network	14
Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	14
Multiscale Feature-Guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System	14
Higher-Order Smoothness Enhanced Graph Collaborative Filtering	14
GE-GNN: Gated Edge-Augmented Graph Neural Network for Fraud Detection	14
Adaptive Superpixel Segmentation With Non-Uniform Seed Initialization	14
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	14
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	14
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	14
Spatio-Temporal Transformer Network for Weather Forecasting	14
Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing	14
TAG: Triple Alignment With Rationale Generation for Knowledge-Based Visual Question Answering	13
Cepe-FL: Communication-Efficient and Privacy-Enhanced Federated Learning Via Adaptive Compressive Sensing	13
Distributed Dual Averaging Based Data Clustering	13
OpinionRank: Trustworthy Website Detection Using Three Valued Subjective Logic	13
Graph-Enhanced Multi-Scale Contrastive Learning for Graph Anomaly Detection With Adaptive Diffusion Models	12
Restoration of Recaptured Screen Images With a Divide and Conquer Strategy	12
Many Hands Make Light Work: Group Influence Maximization in Evolving Social Networks	12
Towards Enhancing Inter-Domain Routing Security With Visualization and Visual Analytics	12
Trajectory Similarity Hash Learning with Spatio-Temporal GRU	12
Identification of Communities With Multi-Semantics via Bayesian Generative Model	12
Cost-Aware Triangle Counting Over Geo-Distributed Datacenters	12
Efficient and Tractable Conflict Detection in Knowledge Graphs via Path Analysis	12
An Empirical Study Challenging the Ability of Heterogeneous Graph Neural Networks to Effectively Learn Topological Structures	12
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification	12
Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning	12
LongArms: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph	12
Denoising Neural Relation Extraction for Spatio-Temporal Recommendation System	11
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications	11
LLM with Relation Classifier for Document-Level Relation Extraction	11

Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction	11
Big Data for the Social Good: The Drought Early-Warning Experience Report	11
Generative-Contrastive Heterogeneous Graph Neural Network	11
HEART: Historically Information Embedding and Subspace Re-Weighting Transformer-Based Tracking	11
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	11
ATLAS: GAN-Based Differentially Private Multi-Party Data Sharing	11
Parallel Overlapping Community Detection Algorithm on GPU	11
A Multi-Modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling	11
EvoSets: Tracking the Sensitivity of Dimensionality Reduction Results Across Subspaces	11
Efficient FCTN Decomposition With Structural Sparsity for Noisy Tensor Completion	11
Adaptive Powerball Stochastic Conjugate Gradient for Large-Scale Learning	11