OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Big Data is 38. 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 2022-08-01 to 2026-08-01.)

Article	Citations
A Query-Aware Method for Approximate Range Search in Hamming Space	386
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	323
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	156
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	156
A High-Throughput Method for Fabric in Scenarios With Multiple Aborted Transactions	113
A Structured Approach Towards Big Data Identification	89
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	79
SAP-IE: A Two-Stage Structural-Augmented Prompting Framework for Few-shot Information Extraction	78
FIFA: A Forest-Based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	75
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	70
CFBoost : Capacity-Boosting Feature Augmentation via Spatial-Geometrical Coordination	68
Using Construction Waste Hauling Trucks’ GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	67
Approximate and Weighted Data Reconstruction Attack in Federated Learning	67
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	65
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	63
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	59
A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition	59
A Fast Linearithmic Graph Clustering Approach for Big Data Using Gravitational Attraction Principle	59
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	57
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	57
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	54
On the Convergence of Federated Learning Algorithms Without Data Similarity	54
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	51
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	50
Cosine Multilinear Principal Component Analysis for Recognition	50

Determination of the Number of Clusters in High-Dimensional Data With Subspace Clusters	50
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	50
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	48
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	47
Diffusion-Based Multi-Agent With Reinforcement Learning for Multimodal-Based Recommendation	46
Higher-Order Community Detection by Motif-Based Modularity Optimization	45
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	45
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	44
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	44
DTWformer: A DTW-Based Transformer for Multivariate Time Series Forecasting	43
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	41
HGMRec: A Hypergraph-Based Medical Knowledge-Enhanced Literature Recommendation Model	41
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	39
IEMask R-CNN: Information-Enhanced Mask R-CNN	38
Towards Fraud Detection via Fine-Grained Classification of User Behavior	38
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	38