OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Big Data is 39. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-01-01 to 2026-01-01.)

Article	Citations
A Structured Approach Towards Big Data Identification	272
A Query-Aware Method for Approximate Range Search in Hamming Space	136
A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition	130
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	115
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	113
A Fast Linearithmic Graph Clustering Approach for Big Data Using Gravitational Attraction Principle	90
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	88
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	87
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	86
Using Construction Waste Hauling Trucks’ GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	83
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	82
A High-throughput Method for Fabric in Scenarios with Multiple Aborted Transactions	82
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	76
FIFA: A Forest-Based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	67
Mining Stable Communities in Temporal Networks by Density-Based Clustering	61
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	55
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	53
On the Convergence of Federated Learning Algorithms Without Data Similarity	53
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	53
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	53
DTWformer: A DTW-Based Transformer for Multivariate Time Series Forecasting	52
Higher-Order Community Detection by Motif-Based Modularity Optimization	52
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	51
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	50
Towards Fraud Detection via Fine-Grained Classification of User Behavior	50

Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	50
Cosine Multilinear Principal Component Analysis for Recognition	49
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	49
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	46
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	46
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	44
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	43
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	42
Determination of the Number of Clusters in High-Dimensional Data With Subspace Clusters	41
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	41
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	41
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	40
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	40
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	39
IEMask R-CNN: Information-Enhanced Mask R-CNN	39
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	39