IEEE Transactions on Big Data

Article	Citations
A Structured Approach Towards Big Data Identification	265
A Query-Aware Method for Approximate Range Search in Hamming Space	129
A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition	112
Mining Stable Communities in Temporal Networks by Density-Based Clustering	109
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	101
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	87
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	86
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	85
Using Construction Waste Hauling Trucks’ GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	83
FIFA: A Forest-Based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	82
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	76
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	76
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	72
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	64
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	59
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	54
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	53
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	52
On the Convergence of Federated Learning Algorithms Without Data Similarity	52
Towards Fraud Detection via Fine-Grained Classification of User Behavior	50
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	50
IEMask R-CNN: Information-Enhanced Mask R-CNN	49
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	49
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	48
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	48

Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	47
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	46
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	45
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	44
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	43
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	43
Cosine Multilinear Principal Component Analysis for Recognition	43
DTWformer: A DTW-Based Transformer for Multivariate Time Series Forecasting	42
Higher-Order Community Detection by Motif-Based Modularity Optimization	42
Determination of the Number of Clusters in High-Dimensional Data With Subspace Clusters	40
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	39
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	39
Research of Federated Learning Application Methods and Social Responsibility	39
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	38
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	38
Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise	37
Joint Multi-Feature Information Entity Alignment for Cross-Lingual Temporal Knowledge Graph With BERT	37
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference	36
Adapt Anything: Tailor Any Image Classifier Across Domains and Categories Using Text-to-Image Diffusion Models	36
AnesFormer: An End-to-End Framework for EEG-Based Anesthetic State Classification	36
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	35
Data-Driven Web APIs Recommendation for Building Web Applications	35
Feature Subspace Learning-Based Binary Differential Evolution Algorithm for Unsupervised Feature Selection	35
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data	34
Efficient Forward and Backward Private Conjunctive Searchable Encryption With Comprehensive Verification	34
Multi-View Spectral Clustering on the Grassmannian Manifold With Hypergraph Representation	32
Hierarchical Lifelong Machine Learning With “Watchdog”	32
Use of Transfer Learning for Affordable In-Context Fake Review Generation	32
Data Exchange for the Metaverse With Accountable Decentralized TTPs and Incentive Mechanisms	31
Attention-Based Complex Logical Query on Temporal Knowledge Graph via Graph Neural Network	30
Intent-Driven Semantic Query: An Effective Approach for Temporal Knowledge Graph Query	30
Efficient Event Inference and Context-Awareness in Internet of Things Edge Systems	30
A Comprehensive Image Protection Framework Based on High-Capacity Adversarial Data Hiding	29
Fine-Tuned Personality Federated Learning for Graph Data	29
SIESTA: A Scalable Infrastructure of Sequential Pattern Analysis	28
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	28
Boosting Encrypted Traffic Classification Using Feature-Enhanced Recurrent Neural Network With Angle Constraint	28
Multi-View Clustering With Self-Representation and Structural Constraint	27
Decentralized Federated Learning: A Survey on Security and Privacy	27
A Composable Generative Framework Based on Prompt Learning for Various Information Extraction Tasks	27
Efficiently Transfer User Profile Across Networks	26
Two-Step Nyström Sampling for Large-scale Kernel Approximation	25
A Federated Convolution Transformer for Fake News Detection	25
RGSE: Robust Graph Structure Embedding for Anomalous Link Detection	24
PPHOPCM: Privacy-Preserving High-Order Possibilistic c-Means Algorithm for Big Data Clustering with Cloud Computing	24
Streaming Local Community Detection Through Approximate Conductance	24
Topology-Based Node-Level Membership Inference Attacks on Graph Neural Networks	24
Information Switching Patterns of Risk Communication in Social Media During Disasters	23
Heterogeneous Social Event Detection via Hyperbolic Graph Representations	23
Graph Prompt Learning Method for the Demand-Responsive Transport Routing Problem	23

Efficient Asynchronous Multi-Participant Vertical Federated Learning	22
Metagraph-Based Life Pattern Clustering With Big Human Mobility Data	22
An Effective 2-Dimension Graph Partitioning for Work Stealing Assisted Graph Processing on Multi-FPGAs	22
Weak Supervision Learning for Object Co-Segmentation	22
Computing Significant Cliques in Large Labeled Networks	22
AugGPT: Leveraging ChatGPT for Text Data Augmentation	21
Practical Attribute Reconstruction Attack Against Federated Learning	21
Fast Multi-View Outlier Detection via Deep Encoder	21
Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition	21
SGAMF: Sparse Gated Attention-Based Multimodal Fusion Method for Fake News Detection	21
Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation	20
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	20
Heterogeneous Daily Living Activity Learning Through Domain Invariant Feature Subspace	20
Expertise or Hallucination? A Comprehensive Evaluation of ChatGPT's Aptitude in Clinical Genetics	20
Revocable DSSE in Healthcare Systems With Range Query Support	19
eBoF: Interactive Temporal Correlation Analysis for Ensemble Data Based on Bag-of-Features	19
Uncovering Local Hierarchical Overlapping Communities at Scale	19
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning	19
Optimizing Deduplication Parameters via a Change-Estimation Analytical Model	19
PViTGAtt-IP: Severity Quantification of Lung Infections in Chest X-Rays and CT Scans via Parallel and Cross-Attended Encoders	19
CAPTOR: Cyber Attack Protection via Temporal Online Graph Representation Learning	19
A Survey on the Methods and Results of Data-Driven Koopman Analysis in the Visualization of Dynamical Systems	18
GGNN: Graph-Based GPU Nearest Neighbor Search	18
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	18
Efficient and Privacy-Preserving Aggregate Query Over Public Property Graphs	18
A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications	18
Self-Attention Graph Convolution Residual Network for Traffic Data Completion	18
Adaptive Graph Structure Learning Neural Rough Differential Equations for Multivariate Time Series Forecasting	17
Higher-Order Smoothness Enhanced Graph Collaborative Filtering	17
Multi-Label Graph Convolutional Network Representation Learning	17
Editorial Emerging Horizons: The Rise of Large Language Models and Cross-Modal Generative AI	17
GTPool: Graph Transformer Pooling With Diverse Sampling	16
Portraying Fine-Grained Tenant Portrait for Churn Prediction Using Semi-Supervised Graph Convolution and Attention Network	16
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	16
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	16
Regression Analysis of Predictions and Forecasts of Cloud Data Center KPIs Using the Boosted Decision Tree Algorithm	16
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	16
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	16
Efficient Interactive Global Cellular Signal Strength Visualization	16
An Overall Evaluation on Benefits of Competitive Influence Diffusion	16
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index	16
Identity-Based Dynamic Data Auditing for Big Data Storage	15
Improved Gradient Inversion Attacks and Defenses in Federated Learning	15
GE-GNN: Gated Edge-Augmented Graph Neural Network for Fraud Detection	15
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	15
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network	15
GCLNet: Generalized Contrastive Learning for Weakly Supervised Temporal Action Localization	15
Adaptive Superpixel Segmentation With Non-Uniform Seed Initialization	14
TAG: Triple Alignment with Rationale Generation for Knowledge-based Visual Question Answering	14
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	14
Multiscale Feature-Guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System	14
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	14
Cepe-FL: Communication-Efficient and Privacy-Enhanced Federated Learning Via Adaptive Compressive Sensing	14
Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing	14
OpinionRank: Trustworthy Website Detection Using Three Valued Subjective Logic	14
Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	14
Distributed Dual Averaging Based Data Clustering	13
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification	13
Spatio-Temporal Transformer Network for Weather Forecasting	13
Identification of Communities With Multi-Semantics via Bayesian Generative Model	13
Graph-Enhanced Multi-Scale Contrastive Learning for Graph Anomaly Detection With Adaptive Diffusion Models	13
Big Data for the Social Good: The Drought Early-Warning Experience Report	12
Adaptive Powerball Stochastic Conjugate Gradient for Large-Scale Learning	12
Cost-Aware Triangle Counting Over Geo-Distributed Datacenters	12
Restoration of Recaptured Screen Images With a Divide and Conquer Strategy	12
LongArms: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph	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
A Multi-Modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling	12
Efficient FCTN Decomposition With Structural Sparsity for Noisy Tensor Completion	11
ATLAS: GAN-Based Differentially Private Multi-Party Data Sharing	11
Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction	11
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	11
Generative-Contrastive Heterogeneous Graph Neural Network	11
Parallel Overlapping Community Detection Algorithm on GPU	11
Efficient and Tractable Conflict Detection in Knowledge Graphs via Path Analysis	11
Denoising Neural Relation Extraction for Spatio-Temporal Recommendation System	11
Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning	11
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications	11
HEART: Historically Information Embedding and Subspace Re-Weighting Transformer-Based Tracking	11

Personalized Recommendation in P2P Lending Based on Risk-Return Management: A Multi-Objective Perspective	10
Deep Convolutional Neural Network Based Medical Concept Normalization	10
LSTM Based Phishing Detection for Big Email Data	10
Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies	10
A Survey of Data Pricing for Data Marketplaces	10
EvoSets: Tracking the Sensitivity of Dimensionality Reduction Results Across Subspaces	10
Understanding the Users and Videos by Mining a Novel Danmu Dataset	10
CLIP2LE: A Label Enhancement Fair Representation Method via CLIP	10
Robust Low Transformed Multi-Rank Tensor Completion With Deep Prior Regularization for Multi-Dimensional Image Recovery	10
Task Allocation Under Geo-Indistinguishability via Group-Based Noise Addition	10
Unlocking Large Language Model Power in Industry: Privacy-Preserving Collaborative Creation of Knowledge Graph	10
Mix2SFL: Two-Way Mixup for Scalable, Accurate, and Communication-Efficient Split Federated Learning	10
GCN-ST-MDIR: Graph Convolutional Network-Based Spatial-Temporal Missing Air Pollution Data Pattern Identification and Recovery	10
A Survey of Blockchain-Based Schemes for Data Sharing and Exchange	10