OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Big Data is 32. 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 2021-05-01 to 2025-05-01.)

Article	Citations
A Query-Aware Method for Approximate Range Search in Hamming Space	1303
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	293
A Structured Approach Towards Big Data Identification	189
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	104
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	100
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	85
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	82
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	81
A novel concept-cognitive learning model oriented to three-way concept for knowledge acquisition	80
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	62
Mining Stable Communities in Temporal Networks by Density-Based Clustering	62
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	60
FIFA: A Forest-based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	60
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	55
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	45
Billion-Scale Similarity Search with GPUs	44
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	42
Cosine Multilinear Principal Component Analysis for Recognition	42
On the Convergence of Federated Learning Algorithms Without Data Similarity	42
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	42
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	39
IEMask R-CNN: Information-Enhanced Mask R-CNN	39
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	39
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	37
Research of Federated Learning Application Methods and Social Responsibility	37

Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	36
Verifiable and Privacy-Preserving $k$-NN Query Scheme with Multiple Keys	36
Towards Fraud Detection Via Fine-Grained Classification of User Behavior	35
Parallel Graph Learning with Temporal Stamp Encoding for Fraudulent Transactions Detections	34
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	33
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	33
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	33
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	32
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	32
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	32