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
A High-throughput Method for Fabric in Scenarios with Multiple Aborted Transactions	82
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	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
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	53
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
Higher-Order Community Detection by Motif-Based Modularity Optimization	52
DTWformer: A DTW-Based Transformer for Multivariate Time Series Forecasting	52
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	51
Towards Fraud Detection via Fine-Grained Classification of User Behavior	50
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	50

Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	50
Cosine Multilinear Principal Component Analysis for Recognition	49
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	49
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	46
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	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
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	41
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	41
Determination of the Number of Clusters in High-Dimensional Data With Subspace Clusters	41
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	40
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	40
IEMask R-CNN: Information-Enhanced Mask R-CNN	39
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	39
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	39