IEEE Transactions on Big Data

Article	Citations
DCLCSE: Dynamic Curriculum Learning Based Contrastive Learning of Sentence Embeddings	1129
A Universal and Efficient Multi-Modal Smart Contract Vulnerability Detection Framework for Big Data	273
Training Large-Scale Graph Neural Networks via Graph Partial Pooling	125
Hybrid Optimization Algorithm for Detection of Security Attacks in IoT-Enabled Cyber-Physical Systems	117
Parallelly Running and Privacy-Preserving Agglomerative Hierarchical Clustering in Outsourced Cloud Computing Environments	85
Multi-granularity Feature Interaction and Multi-region Selection based Triplet Visual Question Answering	83
Towards Dynamic Verifiable Pattern Matching	80
Managing Big Interval Data with CINTIA: The Checkpoint INTerval Array	74
Modeling and Visualizing Student Flow	73
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index	73
Mining Stable Communities in Temporal Networks by Density-Based Clustering	72
Robust Joint Graph learning for Multi-view Clustering	69
A Deep Learning-Based Data Minimization Algorithm for Fast and Secure Transfer of Big Genomic Datasets	59
A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning	55
An Overall Evaluation on Benefits of Competitive Influence Diffusion	51
A Survey on Truth Discovery: Concepts, Methods, Applications, and Opportunities	47
Debiased Cross Contrastive Quantization for Unsupervised Image Retrieval	46
DSTAGCN: Dynamic Spatial-Temporal Adjacent Graph Convolutional Network for Traffic Forecasting	46
Momentum-Incorporated Symmetric Non-Negative Latent Factor Models	40
Local High-Order Graph Learning for Multi-View Clustering	37
Graph Convolutional Networks with Collaborative Feature Fusion for Sequential Recommendation	36
Online Heterogeneous Streaming Feature Selection Without Feature Type Information	35
Multiple Distance-Based Coding: Toward Scalable Feature Matching for Large-Scale Web Image Search	35
Grasping Inter-Attribute and Temporal Variability in Multivariate Time Series	35
Towards Scalable Multi-View Clustering via Joint Learning of Many Bipartite Graphs	35

Automated Labeling for Robotic Autonomous Navigation Through Multi-Sensory Semi-Supervised Learning on Big Data	31
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	29
Stark: Fast and Scalable Strassen’s Matrix Multiplication Using Apache Spark	28
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	28
BusBeat: Early Event Detection with Real-Time Bus GPS Trajectories	26
Multi-Relation Extraction via A Global-Local Graph Convolutional Network	26
Legal Transition Sequence Recognition of a Bounded Petri Net Using a Gate Recurrent Unit	26
A Joint Community Detection Model: Integrating Directed and Undirected Probabilistic Graphical Models via Factor Graph With Attention Mechanism	26
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	26
Asynchronous Parallel Incremental Block-Coordinate Descent for Decentralized Machine Learning	26
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	26
RoD: Evaluating the Risk of Data Disclosure Using Noise Estimation for Differential Privacy	26
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	25
Improving Accuracy and Diversity in Matching of Recommendation With Diversified Preference Network	25
Harnessing the Power of Local Supervision in Federated Learning	24
Effective Personalized Search with Heterogeneous Graph based Hawkes Process	24
Data-Free Knowledge Filtering and Distillation in Federated Learning	23
Multiple-Perspective Clustering of Passive Wi-Fi Sensing Trajectory Data	23
Efficient Interactive Global Cellular Signal Strength Visualization	23
A Query-Aware Method for Approximate Range Search in Hamming Space	23
Novel Multi-Feature Fusion Facial Aesthetic Analysis Framework	23
Learning-Based Distributed Spatio-Temporal $k$ Nearest Neighbors Join	23
Deep Incremental Hashing for Semantic Image Retrieval With Concept Drift	22
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	21
A Large-Scale Study of Android Malware Development Phenomenon on Public Malware Submission and Scanning Platform	20
Accurate Network Alignment via Consistency in Node Evolution	20
LGRL: Local-Global Representation Learning for On-the-Fly FG-SBIR	20
RCIVMM: A Route Choice-Based Interactive Voting Map Matching Approach for Complex Urban Road Networks	20
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	19
Cloud Computing Assisted Mobile Healthcare Systems Using Distributed Data Analytic Model	19
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	19
Resource-Aware Federated Neural Architecture Search over Heterogeneous Mobile Devices	19
Identification of Encrypted Traffic Through Attention Mechanism Based Long Short Term Memory	18
Billion-Scale Similarity Search with GPUs	18
MC-GNN: Multi-Channel Graph Neural Networks With Hilbert-Schmidt Independence Criterion	18
Enhanced Multi-Scale Features Mutual Mapping Fusion Based on Reverse Knowledge Distillation for Industrial Anomaly Detection and Localization	17
Fast Compressive Spectral Clustering for Large-Scale Sparse Graph	17
MAFI: GNN-Based Multiple Aggregators and Feature Interactions Network for Fraud Detection Over Heterogeneous Graph	17
Finding and Tracking Multi-Density Clusters in Online Dynamic Data Streams	17
To Your Surprise: Identifying Serendipitous Collaborators	17
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	17
Regression Analysis of Predictions and Forecasts of Cloud Data Center KPIs Using the Boosted Decision Tree Algorithm	16
Large Language Models for Link Stealing Attacks Against Graph Neural Networks	15
Relaxed Locality Preserving Supervised Discrete Hashing	15
Can Rumor Detection Enhance Fact Verification? Unraveling Cross-Task Synergies Between Rumor Detection and Fact Verification	15
Incorporating Data Context to Cost-Effectively Automate End-to-End Data Wrangling	15
MNL: A Highly-Efficient Model for Large-scale Dynamic Weighted Directed Network Representation	15
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	15
GGraph: An Efficient Structure-Aware Approach for Iterative Graph Processing	15
A Structured Approach Towards Big Data Identification	15

Learning Causal Chain Graph Structure via Alternate Learning and Double Pruning	15
A Novel Dynamic Fusion Approach Using Information Entropy for Interval-Valued Ordered Datasets	15
Stable Learning via Dual Feature Learning	14
A User-Oriented Taxi Ridesharing System with Large-Scale Urban GPS Sensor Data	14
NAGphormer+: A Tokenized Graph Transformer With Neighborhood Augmentation for Node Classification in Large Graphs	14
Data Reconstruction and Protection in Federated Learning for Fine-Tuning Large Language Models	14
Hierarchical Density-Based Clustering Using MapReduce	14
AFML: An Asynchronous Federated Meta-Learning Mechanism for Charging Station Occupancy Prediction with Biased and Isolated Data	14
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	14
Portraying Fine-grained Tenant Portrait for Churn Prediction using Semi-supervised Graph Convolution and Attention Network	14
AKGNN: Attribute Knowledge Graph Neural Networks Recommendation for Corporate Volunteer Activities	13
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	13
SBPA: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in AIoT-Based Federated Learning System	13
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	13
A Scalable Algorithm for Large-Scale Unsupervised Multi-View Partial Least Squares	13
A Drift-Sensitive Distributed LSTM Method for Short Text Stream Classification	13
Higher-Order Smoothness Enhanced Graph Collaborative Filtering	13
GCLNet: Generalized Contrastive Learning for Weakly Supervised Temporal Action Localization	13
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	13
Improved Gradient Inversion Attacks and Defenses in Federated Learning	13
A Multi-Modal Assessment Framework for Comparison of Specialized Deep Learning and General-Purpose Large Language Models	12
Emulating Reader Behaviors for Fake News Detection	12
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	12
Digital Twin Data Management: A Comprehensive Review	12
x-ECON: Explainable Event-Consumption Commonsense Reasoning	11
Imperceptible Physical Attack against Face Recognition Systems via LED Illumination Modulation	11
Secret Specification Based Personalized Privacy-Preserving Analysis in Big Data	11
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	11
Accelerating Blockchain-Enabled Federated Learning with Clustered Clients	11
Maximal Quasi-Cliques Mining in Uncertain Graphs	11
Cepe-FL: Communication-efficient and Privacy-enhanced Federated Learning via Adaptive Compressive Sensing	11
ALD-GCN: Graph Convolutional Networks with Attribute-level Defense	11
How to Protect Ourselves From Overlapping Community Detection in Social Networks	10
Domain Adaptation for Label Distribution Learning	10
Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing	10
What and Why? Towards Duo Explainable Fauxtography Detection Under Constrained Supervision	10
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	10
A Data-driven Approach to Harvesting Latent Reduced Models to Precondition Lossy Compression for Scientific Data	10
Identity-Based Dynamic Data Auditing for Big Data Storage	10
Multiscale Feature-guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System	10
OpinionRank: Trustworthy Website Detection Using Three Valued Subjective Logic	10
Altrumetrics: Inferring Altruism Propensity Based on Mobile Phone Use Patterns	9
Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	9
Enabling Fast Exploratory Analyses Over Voluminous Spatiotemporal Data Using Analytical Engines	9
DBNetVizor: Visual Analysis of Dynamic Basketball Player Networks	9
2021 Index IEEE Transactions on Big Data Vol. 7	9
An End-to-End Approach for Graph-Based Multi-View Data Clustering	9
Distributed Dual Averaging Based Data Clustering	9
Adaptive Superpixel Segmentation with Non-uniform Seed Initialization	9
Scalable Distributed Data Anonymization for Large Datasets	9
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network	9
Enabling Homogeneous GNNs to Handle Heterogeneous Graphs via Relation Embedding	9
Sparse User Check-in Venue Prediction By Exploring Latent Decision Contexts From Location-Based Social Networks	9
Efficient and Secure Data Sharing Scheme on Interoperable Blockchain Database	8
Noiseless Privacy: Definition, Guarantees, and Applications	8
A Knowledge-Enhanced Multi-View Framework for Drug-Target Interaction Prediction	8
AGE: Age-Gender Effect on Faculty Career Progression in American Universities	8
Neurally-Guided Semantic Navigation in Knowledge Graph	8
Towards Real-Time Network Intrusion Detection With Image-Based Sequential Packets Representation	8
Seq2CASE: Weakly Supervised Sequence to Commentary Aspect Score Estimation for Recommendation	8
Data-Centric Graph Learning: A Survey	7
A Collaborative Network-Based Retrieval Model for Open Source Domain Experts	7
Tailored Definitions With Easy Reach: Complexity-Controllable Definition Generation	7
A New Methodology for Storing Consistent Fuzzy Geospatial Data in Big Data Environment	7
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	7
Towards Fraud Detection Via Fine-Grained Classification of User Behavior	7
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	7
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	7
3A Multi-Classification Division-Aggregation Framework for Fake News Detection	7
Generalized Time Series Classification via Component Decomposition and Alignment	7
Learning From Crowds Using Graph Neural Networks With Attention Mechanism	7
Spatio-Temporal Transformer Network for Weather Forecasting	6
System Identification with Fourier Transformation for Long-term Time Series Forecasting	6
UGCC: Social Media User Geolocation via Cyclic Coupling	6
Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network	6
Fast and Positive Definite Estimation of Large Covariance Matrix for High-Dimensional Data Analysis	6
IEMask R-CNN: Information-Enhanced Mask R-CNN	6
Relational Learning Improves Prediction of Mortality in COVID-19 in the Intensive Care Unit	6
Algorithms of Unconstrained Non-Negative Latent Factor Analysis for Recommender Systems	6
Rethinking Embedded Unsupervised Feature Selection: A Simple Joint Approach	6

Data Privacy Threat Modelling for Autonomous Systems: A Survey From the GDPR's Perspective	6
Cascaded Knowledge-Level Fusion Network for Online Course Recommendation System	6
Self-Supervised Nodes-Hyperedges Embedding for Heterogeneous Information Network Learning	6
Causal Feature Selection With Efficient Spouses Discovery	6
TgStore: An Efficient Storage System for Large Time-Evolving Graphs	6
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	6
Mixup Virtual Adversarial Training for Robust Vision Transformers	6
Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records	6
Dynamic Hypergraph Structure Learning for Multivariate Time Series Forecasting	6
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	6
Sense and Sensibility: Characterizing Social Media Users Regarding the Use of Controversial Terms for COVID-19	6
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	6
DGNN: Decoupled Graph Neural Networks With Structural Consistency Between Attribute and Graph Embedding Representations	6
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	6
On the Convergence of Federated Learning Algorithms Without Data Similarity	6
Cosine Multilinear Principal Component Analysis for Recognition	6
Worker Similarity-based Label Completion for Crowdsourcing	6
Enhancing the Transferability of Adversarial Examples with Random Diversity Ensemble and Variance Reduction Augmentation	5
zkFL: Zero-Knowledge Proof-based Gradient Aggregation for Federated Learning	5
A Multiplex Hypergraph Attribute-based Graph Collaborative Filtering for Cold-start POI Recommendation	5
Self-Supervised Federated Adaptation for Multi-Site Brain Disease Diagnosis	5
LBFL: A Lightweight Blockchain-based Federated Learning Framework with Proof-of-Contribution Committee Consensus	5
Defending Batch-Level Label Inference and Replacement Attacks in Vertical Federated Learning	5
A Privacy-preserving Large-scale Image Retrieval Framework with Vision GNN Hashing	5
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	5
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	5
Parallel Graph Learning with Temporal Stamp Encoding for Fraudulent Transactions Detections	5
Verifiable and Privacy-Preserving $k$-NN Query Scheme with Multiple Keys	5
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	5
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	5
Federated Meta Embedding Concept Stock Recommendation	5
Where Shall We Go: Point-of-Interest Group Recommendation With User Preference Embedding	5
To Write or Not to Write as a Machine? That's the Question	5
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	5
Big Data Analysis for Industrial Activity Recognition Using Attention-Inspired Sequential Temporal Convolution Network	5
Reliable Data Augmented Contrastive Learning for Sequential Recommendation	5
Research of Federated Learning Application Methods and Social Responsibility	5
Hierarchical Deep Reinforcement Learning for VWAP Strategy Optimization	4
Effective and Efficient Content Redundancy Detection of Web Videos	4
Dense or Sparse : Elastic SPMM Implementation for Optimal Big-Data Processing	4
PrivTDSI: A Local Differentially Private Approach for Truth Discovery via Sampling and Inference	4
Denoising Neural Relation Extraction for Spatio-temporal Recommendation System	4
Joint Multi-Feature Information Entity Alignment for Cross-Lingual Temporal Knowledge Graph with BERT	4
NPP: A New Privacy-Aware Public Auditing Scheme for Cloud Data Sharing with Group Users	4
Hierarchical Recovery of Missing Air Pollution Data via Improved Long-Short Term Context Encoder Network	4
A New Approach of Exploiting Self-Adjoint Matrix Polynomials of Large Random Matrices for Anomaly Detection and Fault Location	4
Incorporating Prior Knowledge in Local Differentially Private Data Collection for Frequency Estimation	4
Exploring Multi-Dimension User-Item Interactions With Attentional Knowledge Graph Neural Networks for Recommendation	4
Data-Driven Digital Advertising with Uncertain Demand Model in Metro Networks	4
Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction	4
Leveraging Structured Biological Knowledge for Counterfactual Inference: A Case Study of Viral Pathogenesis	4
ATLAS: GAN-Based Differentially Private Multi-Party Data Sharing	4
Country Image in COVID-19 Pandemic: A Case Study of China	4
Dual Graph Convolutional Networks for Social Network Alignment	4
BL: An Efficient Index for Reachability Queries on Large Graphs	4
A Privacy and Efficiency-Oriented Data Sharing Mechanism for IoTs	4
A Multi-Branch Decoder Network Approach to Adaptive Temporal Data Selection and Reconstruction for Big Scientific Simulation Data	4
Big Data for the Social Good: The Drought Early-Warning Experience Report	4
Efficient Strong Privacy-Preserving Conjunctive Keyword Search Over Encrypted Cloud Data	3
Survey and Analysis of Current End-User Data Analytics Tool Support	3
Parallel Overlapping Community Detection Algorithm on GPU	3
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	3
Fusing Location Data for Depression Prediction	3
Weak Multi-Label Data Stream Classification Under Distribution Changes in Labels	3
Trustworthiness Evaluation-Based Routing Protocol for Incompletely Predictable Vehicular Ad Hoc Networks	3
MMFFHS: Multi-Modal Feature Fusion for Hate Speech Detection on Social Media	3
Knowledge Graphs for Social Good: An Entity-Centric Search Engine for the Human Trafficking Domain	3
An Open Dataset of Cyber Asset Graphs for Cybercrime Research	3
Active and Semi-Supervised Graph Neural Networks for Graph Classification	3
Forecasting People’s Needs in Hurricane Events from Social Network	3
Efficient Forward and Backward Private Conjunctive Searchable Encryption with Comprehensive Verification	3
Improved Box Embeddings for Fine-Grained Entity Typing	3
Deep Learning based Anomaly Detection Approach for Air Pollution Assessment	3
Graph Contrastive Learning for Clustering of Multi-Layer Networks	3
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data	3
Physical Black-Box Adversarial Attacks Through Transformations	3
LongArms: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph	3
Citywide Traffic Volume Inference with Surveillance Camera Records	3
Federated Forest	3
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	3
Efficient Graph Processing with Invalid Update Filtration	3
Multivariate Time-Series Forecasting Model: Predictability Analysis and Empirical Study	3
A Reinforcement Learning Framework for N-Ary Document-Level Relation Extraction	3
A Machine Learning Based Framework for Verification and Validation of Massive Scale Image Data	3
FedCKE: Cross-Domain Knowledge Graph Embedding in Federated Learning	3
Cross-Region Courier Displacement for On-Demand Delivery With Multi-Agent Reinforcement Learning	3
Opportunistic Discovery of Personal Places Using Multi-Source Sensor Data	3
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification	2
AnesFormer: An End-to-End Framework for EEG-Based Anesthetic State Classification	2
Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise	2
Regularized Spectral Clustering With Entropy Perturbation	2
Ranking Neighborhood and Class Prototype Contrastive Learning for Time Series	2
AMDECDA: Attention Mechanism Combined With Data Ensemble Strategy for Predicting CircRNA-Disease Association	2
Detection of Rumors and Their Sources in Social Networks: A Comprehensive Survey	2
Accelerating Vertical Federated Learning	2