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
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	156
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	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
Approximate and Weighted Data Reconstruction Attack in Federated Learning	67
Using Construction Waste Hauling Trucks’ GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	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
A Fast Linearithmic Graph Clustering Approach for Big Data Using Gravitational Attraction Principle	59
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
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	57
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	57
On the Convergence of Federated Learning Algorithms Without Data Similarity	54
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	54
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	51
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	50
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
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
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	45
Higher-Order Community Detection by Motif-Based Modularity Optimization	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
Towards Fraud Detection via Fine-Grained Classification of User Behavior	38
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	38
IEMask R-CNN: Information-Enhanced Mask R-CNN	38