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 2022-06-01 to 2026-06-01.)

Article	Citations
A Query-Aware Method for Approximate Range Search in Hamming Space	317
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	307
A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition	140
FIFA: A Forest-Based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	132
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	124
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	110
Using Construction Waste Hauling Trucks’ GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	93
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	88
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	80
A High-Throughput Method for Fabric in Scenarios With Multiple Aborted Transactions	75
A Fast Linearithmic Graph Clustering Approach for Big Data Using Gravitational Attraction Principle	75
A Structured Approach Towards Big Data Identification	71
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	69
SAP-IE: A Two-Stage Structural-Augmented Prompting Framework for Few-shot Information Extraction	65
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	64
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	64
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	64
CFBoost : Capacity-Boosting Feature Augmentation via Spatial-Geometrical Coordination	62
Approximate and Weighted Data Reconstruction Attack in Federated Learning	58
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	56
Mining Stable Communities in Temporal Networks by Density-Based Clustering	56
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	54
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	54
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	54
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	54

Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	53
HGMRec: A Hypergraph-Based Medical Knowledge-Enhanced Literature Recommendation Model	51
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	48
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	47
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	46
Cosine Multilinear Principal Component Analysis for Recognition	44
IEMask R-CNN: Information-Enhanced Mask R-CNN	44
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	43
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	43
Determination of the Number of Clusters in High-Dimensional Data With Subspace Clusters	43
Research of Federated Learning Application Methods and Social Responsibility	42
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	41
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	40