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
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	68
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	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
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	45
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	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
Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	43
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	43
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	42
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
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	39
IEMask R-CNN: Information-Enhanced Mask R-CNN	39
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	38
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
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data	37