OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Big Data is 31. 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 2021-04-01 to 2025-04-01.)

Article	Citations
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	1252
Digital Twin Data Management: A Comprehensive Review	289
A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning	180
A Multi-Modal Assessment Framework for Comparison of Specialized Deep Learning and General-Purpose Large Language Models	99
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	97
Momentum-Incorporated Symmetric Non-Negative Latent Factor Models	85
Efficient Interactive Global Cellular Signal Strength Visualization	81
GGraph: An Efficient Structure-Aware Approach for Iterative Graph Processing	80
A Joint Community Detection Model: Integrating Directed and Undirected Probabilistic Graphical Models via Factor Graph With Attention Mechanism	79
A Scalable Algorithm for Large-Scale Unsupervised Multi-View Partial Least Squares	62
RCIVMM: A Route Choice-Based Interactive Voting Map Matching Approach for Complex Urban Road Networks	60
Relaxed Locality Preserving Supervised Discrete Hashing	60
Multiple-Perspective Clustering of Passive Wi-Fi Sensing Trajectory Data	59
An Overall Evaluation on Benefits of Competitive Influence Diffusion	50
A Structured Approach Towards Big Data Identification	44
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	42
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	42
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	40
A Drift-Sensitive Distributed LSTM Method for Short Text Stream Classification	40
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	40
Resource-Aware Federated Neural Architecture Search over Heterogeneous Mobile Devices	39
SBPA: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in AIoT-Based Federated Learning System	39
Novel Multi-Feature Fusion Facial Aesthetic Analysis Framework	37
Cloud Computing Assisted Mobile Healthcare Systems Using Distributed Data Analytic Model	36
Improved Gradient Inversion Attacks and Defenses in Federated Learning	34

Deep Incremental Hashing for Semantic Image Retrieval With Concept Drift	33
Asynchronous Parallel Incremental Block-Coordinate Descent for Decentralized Machine Learning	32
Learning Causal Chain Graph Structure via Alternate Learning and Double Pruning	31
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	31
Legal Transition Sequence Recognition of a Bounded Petri Net Using a Gate Recurrent Unit	31
Online Heterogeneous Streaming Feature Selection Without Feature Type Information	31
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	31