IEEE Transactions on Big Data

Article	Citations
A Query-Aware Method for Approximate Range Search in Hamming Space	304
A Structured Approach Towards Big Data Identification	234
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	120
A novel concept-cognitive learning model oriented to three-way concept for knowledge acquisition	107
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	87
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	86
Using Construction Waste Hauling Trucks' GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	85
FIFA: A Forest-based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	84
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	82
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	68
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	68
Mining Stable Communities in Temporal Networks by Density-Based Clustering	66
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	64
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	59
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	56
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	52
On the Convergence of Federated Learning Algorithms Without Data Similarity	51
Cosine Multilinear Principal Component Analysis for Recognition	49
Determination of the Number of Clusters in High-Dimensional Data with Subspace Clusters	49
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	46
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	46
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	45
Towards Fraud Detection via Fine-Grained Classification of User Behavior	44
Research of Federated Learning Application Methods and Social Responsibility	43
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	42

Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	42
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	42
IEMask R-CNN: Information-Enhanced Mask R-CNN	42
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	41
Higher-order Community Detection by Motif-based Modularity Optimization	39
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	38
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	38
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	36
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	35
DTWformer: a DTW-Based Transformer for Multivariate Time Series Forecasting	35
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	35
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	35
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	34
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	34
Use of Transfer Learning for Affordable In-Context Fake Review Generation	33
Efficient Forward and Backward Private Conjunctive Searchable Encryption With Comprehensive Verification	33
AnesFormer: An End-to-End Framework for EEG-Based Anesthetic State Classification	33
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference	33
Adapt Anything: Tailor Any Image Classifier Across Domains and Categories Using Text-to-Image Diffusion Models	32
Data-Driven Web APIs Recommendation for Building Web Applications	31
Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise	31
Multi-view Spectral Clustering on the Grassmannian Manifold With Hypergraph Representation	30
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	29
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data	29
Joint Multi-Feature Information Entity Alignment for Cross-Lingual Temporal Knowledge Graph With BERT	29
Efficient Event Inference and Context-Awareness in Internet of Things Edge Systems	28
Feature Subspace Learning-Based Binary Differential Evolution Algorithm for Unsupervised Feature Selection	28
Hierarchical Lifelong Machine Learning With “Watchdog”	28
Boosting Encrypted Traffic Classification Using Feature-Enhanced Recurrent Neural Network With Angle Constraint	27
Data Exchange for the Metaverse with Accountable Decentralized TTPs and Incentive Mechanisms	27
Attention-Based Complex Logical Query on Temporal Knowledge Graph via Graph Neural Network	26
Fine-Tuned Personality Federated Learning for Graph Data	25
Multi-View Clustering With Self-Representation and Structural Constraint	25
A Comprehensive Image Protection Framework Based on High-Capacity Adversarial Data Hiding	24
A Composable Generative Framework Based on Prompt Learning for Various Information Extraction Tasks	24
SIESTA: A Scalable Infrastructure of Sequential Pattern Analysis	24
Intent-Driven Semantic Query: An Effective Approach for Temporal Knowledge Graph Query	24
Weak Supervision Learning for Object Co-Segmentation	23
Efficiently Transfer User Profile Across Networks	23
Decentralized Federated Learning: A Survey on Security and Privacy	23
Streaming Local Community Detection Through Approximate Conductance	23
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	23
A Federated Convolution Transformer for Fake News Detection	22
SGAMF: Sparse Gated Attention-Based Multimodal Fusion Method for Fake News Detection	21
Heterogeneous Social Event Detection via Hyperbolic Graph Representations	21
Topology-based Node-level Membership Inference Attacks on Graph Neural Networks	21
RGSE: Robust Graph Structure Embedding for Anomalous Link Detection	21
Graph Prompt Learning Method for the Demand-Responsive Transport Routing Problem	20
Practical Attribute Reconstruction Attack Against Federated Learning	20
Computing Significant Cliques in Large Labeled Networks	20

Fast Multi-View Outlier Detection via Deep Encoder	20
An Effective 2-Dimension Graph Partitioning for Work Stealing Assisted Graph Processing on Multi-FPGAs	20
Discovering and Understanding Geographical Video Viewing Patterns in Urban Neighborhoods	19
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	19
Distributed Sparse Class-Imbalance Learning and Its Applications	18
Metagraph-Based Life Pattern Clustering With Big Human Mobility Data	18
PPHOPCM: Privacy-Preserving High-Order Possibilistic c-Means Algorithm for Big Data Clustering with Cloud Computing	18
Efficient Asynchronous Multi-Participant Vertical Federated Learning	18
Adaptive Graph Structure Learning Neural Rough Differential Equations for Multivariate Time Series Forecasting	18
Information Switching Patterns of Risk Communication in Social Media During Disasters	18
Heterogeneous Daily Living Activity Learning Through Domain Invariant Feature Subspace	18
AugGPT: Leveraging ChatGPT for Text Data Augmentation	18
Uncovering Local Hierarchical Overlapping Communities at Scale	18
Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition	18
Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation	17
A Survey on the Methods and Results of Data-Driven Koopman Analysis in the Visualization of Dynamical Systems	17
Efficient and Privacy-Preserving Aggregate Query Over Public Property Graphs	17
Multi-Label Graph Convolutional Network Representation Learning	16
PViTGAtt-IP: Severity Quantification of Lung Infections in Chest X-rays and CT Scans via Parallel and Cross-Attended Encoders	16
Expertise or Hallucination? A Comprehensive Evaluation of ChatGPT's Aptitude in Clinical Genetics	16
A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications	16
Revocable DSSE in Healthcare Systems with Range Query Support	16
Self-Attention Graph Convolution Residual Network for Traffic Data Completion	16
eBoF: Interactive Temporal Correlation Analysis for Ensemble Data Based on Bag-of-Features	16
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning	16
Higher-Order Smoothness Enhanced Graph Collaborative Filtering	15
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	15
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	15
An Overall Evaluation on Benefits of Competitive Influence Diffusion	15
Regression Analysis of Predictions and Forecasts of Cloud Data Center KPIs Using the Boosted Decision Tree Algorithm	15
GGNN: Graph-Based GPU Nearest Neighbor Search	15
Efficient Interactive Global Cellular Signal Strength Visualization	15
Optimizing Deduplication Parameters via a Change-Estimation Analytical Model	15
Editorial Emerging Horizons: The Rise of Large Language Models and Cross-Modal Generative AI	14
GTPool: Graph Transformer Pooling with Diverse Sampling	14
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	14
Improved Gradient Inversion Attacks and Defenses in Federated Learning	14
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	13
Portraying Fine-grained Tenant Portrait for Churn Prediction using Semi-supervised Graph Convolution and Attention Network	13
Cepe-FL: Communication-efficient and Privacy-enhanced Federated Learning via Adaptive Compressive Sensing	13
GCLNet: Generalized Contrastive Learning for Weakly Supervised Temporal Action Localization	13
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index	13
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	13
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	13
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	13
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network	13
GE-GNN: Gated Edge-Augmented Graph Neural Network for Fraud Detection	13
Multiscale Feature-Guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System	12
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	12
Adaptive Superpixel Segmentation With Non-Uniform Seed Initialization	12
Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	12
Identity-Based Dynamic Data Auditing for Big Data Storage	12
Spatio-Temporal Transformer Network for Weather Forecasting	12
Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction	11
Distributed Dual Averaging Based Data Clustering	11
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification	11
Graph-Enhanced Multi-Scale Contrastive Learning for Graph Anomaly Detection with Adaptive Diffusion Models	11
Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing	11
Identification of Communities With Multi-Semantics via Bayesian Generative Model	11
TAG: Triple Alignment with Rationale Generation for Knowledge-based Visual Question Answering	11
OpinionRank: Trustworthy Website Detection Using Three Valued Subjective Logic	11
Big Data for the Social Good: The Drought Early-Warning Experience Report	10
Restoration of Recaptured Screen Images With a Divide and Conquer Strategy	10
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications	10
Efficient and Tractable Conflict Detection in Knowledge Graphs via Path Analysis	10
Towards Enhancing Inter-Domain Routing Security With Visualization and Visual Analytics	10
Generative-Contrastive Heterogeneous Graph Neural Network	10
Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning	10
Adaptive Powerball Stochastic Conjugate Gradient for Large-Scale Learning	10
Parallel Overlapping Community Detection Algorithm on GPU	10
LongArms: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph	10
Efficient FCTN Decomposition with Structural Sparsity for Noisy Tensor Completion	10
Cost-Aware Triangle Counting Over Geo-Distributed Datacenters	9
ATLAS: GAN-Based Differentially Private Multi-Party Data Sharing	9
Robust Low Transformed Multi-Rank Tensor Completion With Deep Prior Regularization for Multi-Dimensional Image Recovery	9
Mix2SFL: Two-Way Mixup for Scalable, Accurate, and Communication-Efficient Split Federated Learning	9
EvoSets: Tracking the Sensitivity of Dimensionality Reduction Results Across Subspaces	9
Denoising Neural Relation Extraction for Spatio-Temporal Recommendation System	9
A Multi-Modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling	9
Task Allocation Under Geo-Indistinguishability via Group-Based Noise Addition	9

GCN-ST-MDIR: Graph Convolutional Network-Based Spatial-Temporal Missing Air Pollution Data Pattern Identification and Recovery	9
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	9
Many Hands Make Light Work: Group Influence Maximization in Evolving Social Networks	9
HEART: Historically Information Embedding and Subspace Re-Weighting Transformer-Based Tracking	9
Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies	9
Personalized Recommendation in P2P Lending Based on Risk-Return Management: A Multi-Objective Perspective	9
MiSTR: A Multiview Structural-Temporal Learning Framework for Rumor Detection	8
FIG: Feature-Weighted Information Granules With High Consistency Rate	8
DAG-EnseFL: DAG-Based Asynchronous Federated Learning with Ensemble Distillation	8
Deep Convolutional Neural Network Based Medical Concept Normalization	8
A Survey of Data Pricing for Data Marketplaces	8
Reputation-Aware Federated Learning Client Selection Based on Stochastic Integer Programming	8
Unsupervised Projected Sample Selector for Active Learning	8
Self-representation-based Generative Graph Neural Networks for End-to-End Link Prediction	8
Can GNNs Learn Link Heuristics? a Concise Review and Evaluation of Link Prediction Methods	8
Dynamic Radio Map Construction With Minimal Manual Intervention: A State Space Model-Based Approach With Imitation Learning	8
Scalable Evidential K-Nearest Neighbor Classification on Big Data	8
MultiTec: A Data-Driven Multimodal Short Video Detection Framework for Healthcare Misinformation on TikTok	8
Unlocking Large Language Model Power in Industry: Privacy-Preserving Collaborative Creation of Knowledge Graph	8
Understanding the Users and Videos by Mining a Novel Danmu Dataset	8
Multi-Objective Graph Contrastive Learning for Recommendation	8
Epidemic Spread Modeling for COVID-19 Using Cross-Fertilization of Mobility Data	8
LSTM Based Phishing Detection for Big Email Data	8
Trust Based Incentive Scheme to Allocate Big Data Tasks with Mobile Social Cloud	8
Using App Usage Data From Mobile Devices to Improve Activity-Based Travel Demand Models	8
Practical Vertical Federated Learning With Unsupervised Representation Learning	8
A Multi-Aspect Neural Tensor Factorization Framework for Patent Litigation Prediction	8
A Survey of Blockchain-Based Schemes for Data Sharing and Exchange	8
Blockchain-empowered Federated Learning: Benefits, Challenges, and Solutions	8
Memory Scaling of Cloud-Based Big Data Systems: A Hybrid Approach	8
Denoised Graph Collaborative Filtering via Neighborhood Similarity and Dynamic Thresholding	8
Robust Semi-Supervised Deep Nonnegative Matrix Factorization with Constraint Propagation for Data Representation	8
FEVERLESS: Fast and Secure Vertical Federated Learning Based on XGBoost for Decentralized Labels	8
Heterogeneous Device Collaboration Based Federated Learning for Big Data Applications	7
Supervised Discrete Multiple-Length Hashing for Image Retrieval	7
A Distributed Generative Adversarial Network for Data Augmentation Under Vertical Federated Learning	7
Data-Free Knowledge Filtering and Distillation in Federated Learning	7
Augmented Multi-Party Computation Against Gradient Leakage in Federated Learning	7
A Scalable Algorithm for Large-Scale Unsupervised Multi-View Partial Least Squares	7
On Security of an Identity-Based Dynamic Data Auditing Protocol for Big Data Storage	7
Knowledge Aggregation Transformer Network for Multivariate Time Series Classification	7
A Pluggable Common Sense-Enhanced Framework for Knowledge Graph Completion	7
PR3: Reversible and Usability-Enhanced Visual Privacy Protection via Thumbnail Preservation and Data Hiding	7
Towards an Energy Complexity Model for Distributed Data Processing Algorithms	7
Link Prediction in Knowledge Graphs: A Hierarchy-Constrained Approach	7
AFS-FCM With Memory: A Model for Air Quality Multi-Dimensional Prediction With Interpretability	7
Multiple-Perspective Clustering of Passive Wi-Fi Sensing Trajectory Data	7
scProGraph: a cell bagging strategy for cell type annotation with gene interaction-aware explainability	7
Resource-Aware Federated Neural Architecture Search over Heterogeneous Mobile Devices	6
Emulating Reader Behaviors for Fake News Detection	6
Data Reconstruction and Protection in Federated Learning for Fine-Tuning Large Language Models	6
MNL: A Highly-Efficient Model for Large-scale Dynamic Weighted Directed Network Representation	6
Editorial High-Performance Recommender Systems Based on Spatiotemporal Data	6
Towards Scalable Multi-View Clustering via Joint Learning of Many Bipartite Graphs	6
Training Large-Scale Graph Neural Networks via Graph Partial Pooling	6
GGraph: An Efficient Structure-Aware Approach for Iterative Graph Processing	6
Utility-driven Data Analytics Algorithm for Transaction Modifications Using Pre-large Concept with Single Database Scan	6
SBPA: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in AIoT-Based Federated Learning System	6
Stable Learning via Dual Feature Learning	6
A Survey on Truth Discovery: Concepts, Methods, Applications, and Opportunities	6
DCLCSE: Dynamic Curriculum Learning Based Contrastive Learning of Sentence Embeddings	6
Large Language Models for Link Stealing Attacks Against Graph Neural Networks	6
NAGphormer+: A Tokenized Graph Transformer With Neighborhood Augmentation for Node Classification in Large Graphs	6
MinoRare: Handling Rare Minority Instances in Imbalanced and Drifting Data Streams through Adaptive Instance Weighting Scheme	6
Deep Incremental Hashing for Semantic Image Retrieval With Concept Drift	6
Data-Centric Graph Learning: A Survey	5
A Drift-Sensitive Distributed LSTM Method for Short Text Stream Classification	5
Learning From Crowds Using Graph Neural Networks With Attention Mechanism	5
zkFL: Zero-Knowledge Proof-Based Gradient Aggregation for Federated Learning	5
Tailored Definitions With Easy Reach: Complexity-Controllable Definition Generation	5
Self-Guided Graph Refinement with Progressive Fusion for Multiplex Graph Contrastive Representation Learning	5
3A Multi-Classification Division-Aggregation Framework for Fake News Detection	5
LBFL: A Lightweight Blockchain-Based Federated Learning Framework With Proof-of-Contribution Committee Consensus	5
Noiseless Privacy: Definition, Guarantees, and Applications	5
Rethinking Embedded Unsupervised Feature Selection: A Simple Joint Approach	5
A Privacy-Preserving Large-Scale Image Retrieval Framework With Vision GNN Hashing	5
A Multiplex Hypergraph Attribute-based Graph Collaborative Filtering for Cold-start POI Recommendation	5
TgStore: An Efficient Storage System for Large Time-Evolving Graphs	5
How to Protect Ourselves From Overlapping Community Detection in Social Networks	5
Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records	5
A Multi-Branch Decoder Network Approach to Adaptive Temporal Data Selection and Reconstruction for Big Scientific Simulation Data	5
Robust Joint Graph Learning for Multi-View Clustering	5
BiG-Fed: Bilevel Optimization Enhanced Graph-Aided Federated Learning	4
Visual Analysis of Multidimensional Big Data: A Scalable Lightweight Bundling Method for Parallel Coordinates	4
Sentences based Adversarial Attack on AI-Generated Text Detectors	4
DucDiff: Dual-consistent Diffusion for Uncertainty-aware Information Diffusion Prediction	4
FinLLMs: A Framework for Financial Reasoning Dataset Generation with Large Language Models	4
TUSQ: Targeted High-Utility Sequence Querying	4
I/O Workload Management for All-Flash Datacenter Storage Systems Based on Total Cost of Ownership	4
Optimizing Keyword Search Over Federated RDF Systems	4
DAAC: Digital Asset Access Control in a Unified Blockchain Based E-Health System	4
Privacy-Preserving Federated Adversarial Domain Adaptation Over Feature Groups for Interpretability	4
An Adaptive Pattern Learning Framework to Personalize Online Seizure Prediction	4
Denoising Implicit Feedback for Graph Collaborative Filtering via Causal Intervention	4
Weakly-Supervised Cross-Domain Segmentation of Electron Microscopy With Sparse Point Annotation	4