OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Big Data is 35. 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 2021-09-01 to 2025-09-01.)

Article	Citations
A Query-Aware Method for Approximate Range Search in Hamming Space	304
A Structured Approach Towards Big Data Identification	234
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	120
A novel concept-cognitive learning model oriented to three-way concept for knowledge acquisition	107
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	87
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	86
Using Construction Waste Hauling Trucks' GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	85
FIFA: A Forest-based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	84
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	82
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	68
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	68
Mining Stable Communities in Temporal Networks by Density-Based Clustering	66
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	64
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	59
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	56
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	52
On the Convergence of Federated Learning Algorithms Without Data Similarity	51
Cosine Multilinear Principal Component Analysis for Recognition	49
Determination of the Number of Clusters in High-Dimensional Data with Subspace Clusters	49
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	46
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	46
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	45
Towards Fraud Detection via Fine-Grained Classification of User Behavior	44
Research of Federated Learning Application Methods and Social Responsibility	43
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	42

IEMask R-CNN: Information-Enhanced Mask R-CNN	42
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	42
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	42
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	41
Higher-order Community Detection by Motif-based Modularity Optimization	39
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	38
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	38
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	36
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	35
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	35
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	35
DTWformer: a DTW-Based Transformer for Multivariate Time Series Forecasting	35