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 2022-05-01 to 2026-05-01.)

Article	Citations
A Query-Aware Method for Approximate Range Search in Hamming Space	304
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	292
A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition	132
Mining Stable Communities in Temporal Networks by Density-Based Clustering	130
FIFA: A Forest-Based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	123
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	108
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	93
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	88
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	80
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	74
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	69
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	69
Using Construction Waste Hauling Trucks’ GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	69
A High-Throughput Method for Fabric in Scenarios With Multiple Aborted Transactions	63
A Fast Linearithmic Graph Clustering Approach for Big Data Using Gravitational Attraction Principle	61
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	61
A Structured Approach Towards Big Data Identification	61
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	60
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	58
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	56
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	55
DTWformer: A DTW-Based Transformer for Multivariate Time Series Forecasting	54
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	53
HGMRec: A Hypergraph-Based Medical Knowledge-Enhanced Literature Recommendation Model	53
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	53

On the Convergence of Federated Learning Algorithms Without Data Similarity	50
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	50
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	48
IEMask R-CNN: Information-Enhanced Mask R-CNN	47
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	45
Cosine Multilinear Principal Component Analysis for Recognition	45
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	44
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	44
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	43
Higher-Order Community Detection by Motif-Based Modularity Optimization	43
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	42
Towards Fraud Detection via Fine-Grained Classification of User Behavior	40
Determination of the Number of Clusters in High-Dimensional Data With Subspace Clusters	39
Diffusion-based Multi-agent with Reinforcement Learning for Multimodal-based Recommendation	39