OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Big Data is 37. 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 2021-11-01 to 2025-11-01.)

Article	Citations
A Structured Approach Towards Big Data Identification	254
A Query-Aware Method for Approximate Range Search in Hamming Space	126
Using Construction Waste Hauling Trucks' GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	108
Mining Stable Communities in Temporal Networks by Density-Based Clustering	98
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	86
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	85
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	84
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	83
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	74
FIFA: A Forest-based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	72
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	68
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	68
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	61
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	57
A Novel Concept-Cognitive Learning Model Oriented to Three-Way Concept for Knowledge Acquisition	53
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	52
NTFormer: A Composite Node Tokenized Graph Transformer for Node Classification	51
On the Convergence of Federated Learning Algorithms Without Data Similarity	50
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	49
DTWformer: a DTW-Based Transformer for Multivariate Time Series Forecasting	48
Higher-Order Community Detection by Motif-Based Modularity Optimization	46
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	45
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	45
Cosine Multilinear Principal Component Analysis for Recognition	44
Towards Fraud Detection via Fine-Grained Classification of User Behavior	44

Determination of the Number of Clusters in High-Dimensional Data with Subspace Clusters	44
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	43
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	43
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	42
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	39
IEMask R-CNN: Information-Enhanced Mask R-CNN	39
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	39
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	39
Research of Federated Learning Application Methods and Social Responsibility	39
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	39
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	38
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	37
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	37
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	37