IEEE Transactions on Big Data

Article	Citations
A Structured Approach Towards Big Data Identification	254
A Query-Aware Method for Approximate Range Search in Hamming Space	126
Using Construction Waste Hauling Trucks' GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	108
Mining Stable Communities in Temporal Networks by Density-Based Clustering	98
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	86
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	85
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	84
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	83
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	74
FIFA: A Forest-based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	72
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	68
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	68
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	61
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	57
A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition	53
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	52
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	51
On the Convergence of Federated Learning Algorithms Without Data Similarity	50
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	49
DTWformer: a DTW-Based Transformer for Multivariate Time Series Forecasting	48
Higher-Order Community Detection by Motif-Based Modularity Optimization	46
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	45
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	45
Cosine Multilinear Principal Component Analysis for Recognition	44
Towards Fraud Detection via Fine-Grained Classification of User Behavior	44

Determination of the Number of Clusters in High-Dimensional Data with Subspace Clusters	44
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	43
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	43
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	42
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	39
IEMask R-CNN: Information-Enhanced Mask R-CNN	39
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	39
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	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	39
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	38
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	37
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	37
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	37
Joint Multi-Feature Information Entity Alignment for Cross-Lingual Temporal Knowledge Graph With BERT	35
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	35
Feature Subspace Learning-Based Binary Differential Evolution Algorithm for Unsupervised Feature Selection	35
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	35
Multi-view Spectral Clustering on the Grassmannian Manifold With Hypergraph Representation	34
Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise	34
Efficient Forward and Backward Private Conjunctive Searchable Encryption With Comprehensive Verification	32
Adapt Anything: Tailor Any Image Classifier Across Domains and Categories Using Text-to-Image Diffusion Models	32
AnesFormer: An End-to-End Framework for EEG-Based Anesthetic State Classification	32
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference	32
Data-Driven Web APIs Recommendation for Building Web Applications	32
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data	31
Use of Transfer Learning for Affordable In-Context Fake Review Generation	30
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	30
Data Exchange for the Metaverse With Accountable Decentralized TTPs and Incentive Mechanisms	29
Hierarchical Lifelong Machine Learning With “Watchdog”	29
Attention-Based Complex Logical Query on Temporal Knowledge Graph via Graph Neural Network	29
Intent-Driven Semantic Query: An Effective Approach for Temporal Knowledge Graph Query	28
Multi-View Clustering With Self-Representation and Structural Constraint	28
A Comprehensive Image Protection Framework Based on High-Capacity Adversarial Data Hiding	28
Efficient Event Inference and Context-Awareness in Internet of Things Edge Systems	27
SIESTA: A Scalable Infrastructure of Sequential Pattern Analysis	27
Decentralized Federated Learning: A Survey on Security and Privacy	26
Boosting Encrypted Traffic Classification Using Feature-Enhanced Recurrent Neural Network With Angle Constraint	26
Fine-Tuned Personality Federated Learning for Graph Data	26
A Composable Generative Framework Based on Prompt Learning for Various Information Extraction Tasks	25
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	25
A Federated Convolution Transformer for Fake News Detection	24
Efficiently Transfer User Profile Across Networks	24
Efficient Asynchronous Multi-Participant Vertical Federated Learning	24
Streaming Local Community Detection Through Approximate Conductance	24
Two-Step Nyström Sampling for Large-scale Kernel Approximation	22
RGSE: Robust Graph Structure Embedding for Anomalous Link Detection	22
Weak Supervision Learning for Object Co-Segmentation	22
Heterogeneous Social Event Detection via Hyperbolic Graph Representations	21
Discovering and Understanding Geographical Video Viewing Patterns in Urban Neighborhoods	21

SGAMF: Sparse Gated Attention-Based Multimodal Fusion Method for Fake News Detection	21
Topology-Based Node-Level Membership Inference Attacks on Graph Neural Networks	21
Graph Prompt Learning Method for the Demand-Responsive Transport Routing Problem	21
Information Switching Patterns of Risk Communication in Social Media During Disasters	21
Practical Attribute Reconstruction Attack Against Federated Learning	20
An Effective 2-Dimension Graph Partitioning for Work Stealing Assisted Graph Processing on Multi-FPGAs	20
Computing Significant Cliques in Large Labeled Networks	20
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	19
Metagraph-Based Life Pattern Clustering With Big Human Mobility Data	19
PPHOPCM: Privacy-Preserving High-Order Possibilistic c-Means Algorithm for Big Data Clustering with Cloud Computing	19
Fast Multi-View Outlier Detection via Deep Encoder	19
AugGPT: Leveraging ChatGPT for Text Data Augmentation	19
Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition	19
Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation	18
Heterogeneous Daily Living Activity Learning Through Domain Invariant Feature Subspace	18
Multi-Label Graph Convolutional Network Representation Learning	18
GGNN: Graph-Based GPU Nearest Neighbor Search	18
eBoF: Interactive Temporal Correlation Analysis for Ensemble Data Based on Bag-of-Features	18
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
Adaptive Graph Structure Learning Neural Rough Differential Equations for Multivariate Time Series Forecasting	18
Distributed Sparse Class-Imbalance Learning and Its Applications	18
Uncovering Local Hierarchical Overlapping Communities at Scale	17
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	17
CAPTOR: Cyber Attack Protection via Temporal Online Graph Representation Learning	17
Optimizing Deduplication Parameters via a Change-Estimation Analytical Model	17
Revocable DSSE in Healthcare Systems With Range Query Support	17
A Survey on the Methods and Results of Data-Driven Koopman Analysis in the Visualization of Dynamical Systems	17
A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications	16
PViTGAtt-IP: Severity Quantification of Lung Infections in Chest X-Rays and CT Scans via Parallel and Cross-Attended Encoders	16
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	16
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning	16
Higher-Order Smoothness Enhanced Graph Collaborative Filtering	16
Efficient and Privacy-Preserving Aggregate Query Over Public Property Graphs	16
Efficient Interactive Global Cellular Signal Strength Visualization	16
GTPool: Graph Transformer Pooling with Diverse Sampling	16
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	15
An Overall Evaluation on Benefits of Competitive Influence Diffusion	15
Portraying Fine-Grained Tenant Portrait for Churn Prediction Using Semi-Supervised Graph Convolution and Attention Network	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
Editorial Emerging Horizons: The Rise of Large Language Models and Cross-Modal Generative AI	15
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	15
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	15
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index	14
Identity-Based Dynamic Data Auditing for Big Data Storage	14
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	14
Improved Gradient Inversion Attacks and Defenses in Federated Learning	14
Spatio-Temporal Transformer Network for Weather Forecasting	14
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	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
Adaptive Superpixel Segmentation With Non-Uniform Seed Initialization	13
Cepe-FL: Communication-Efficient and Privacy-Enhanced Federated Learning Via Adaptive Compressive Sensing	13
Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing	13
TAG: Triple Alignment with Rationale Generation for Knowledge-based Visual Question Answering	13
Graph-Enhanced Multi-Scale Contrastive Learning for Graph Anomaly Detection with Adaptive Diffusion Models	13
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network	12
GE-GNN: Gated Edge-Augmented Graph Neural Network for Fraud Detection	12
OpinionRank: Trustworthy Website Detection Using Three Valued Subjective Logic	12
Identification of Communities With Multi-Semantics via Bayesian Generative Model	12
Distributed Dual Averaging Based Data Clustering	12
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	12
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification	11
Generative-Contrastive Heterogeneous Graph Neural Network	11
Denoising Neural Relation Extraction for Spatio-Temporal Recommendation System	11
Big Data for the Social Good: The Drought Early-Warning Experience Report	11
Restoration of Recaptured Screen Images With a Divide and Conquer Strategy	11
A Multi-Modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling	11
ATLAS: GAN-Based Differentially Private Multi-Party Data Sharing	11
LongArms: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph	11
Towards Enhancing Inter-Domain Routing Security With Visualization and Visual Analytics	11
Adaptive Powerball Stochastic Conjugate Gradient for Large-Scale Learning	11
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	11
Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction	10
HEART: Historically Information Embedding and Subspace Re-Weighting Transformer-Based Tracking	10
Robust Low Transformed Multi-Rank Tensor Completion With Deep Prior Regularization for Multi-Dimensional Image Recovery	10
A Survey of Data Pricing for Data Marketplaces	10
Many Hands Make Light Work: Group Influence Maximization in Evolving Social Networks	10
Efficient FCTN Decomposition with Structural Sparsity for Noisy Tensor Completion	10

Parallel Overlapping Community Detection Algorithm on GPU	10
Unlocking Large Language Model Power in Industry: Privacy-Preserving Collaborative Creation of Knowledge Graph	10
Understanding the Users and Videos by Mining a Novel Danmu Dataset	10
Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning	10
Efficient and Tractable Conflict Detection in Knowledge Graphs via Path Analysis	10
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications	10
EvoSets: Tracking the Sensitivity of Dimensionality Reduction Results Across Subspaces	10
Deep Convolutional Neural Network Based Medical Concept Normalization	10
Mix2SFL: Two-Way Mixup for Scalable, Accurate, and Communication-Efficient Split Federated Learning	10
Cost-Aware Triangle Counting Over Geo-Distributed Datacenters	10