OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Big Data is 9. 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
Mining Stable Communities in Temporal Networks by Density-Based Clustering	62
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	62
FIFA: A Forest-based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	60
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	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
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
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	42
IEMask R-CNN: Information-Enhanced Mask R-CNN	39
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	39
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	39
Research of Federated Learning Application Methods and Social Responsibility	37
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	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
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
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	33
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
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	32
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	31
Higher-order Community Detection by Motif-based Modularity Optimization	31
Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise	30
Feature Subspace Learning-Based Binary Differential Evolution Algorithm for Unsupervised Feature Selection	30
Joint Multi-Feature Information Entity Alignment for Cross-Lingual Temporal Knowledge Graph With BERT	29
A New Approach of Exploiting Self-Adjoint Matrix Polynomials of Large Random Matrices for Anomaly Detection and Fault Location	29
Adapt Anything: Tailor Any Image Classifier across Domains And Categories Using Text-to-Image Diffusion Models	29
Use of transfer learning for affordable in-context fake review generation	28
Data-Driven Web APIs Recommendation for Building Web Applications	27
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference	27
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	27
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data	25
Efficient Forward and Backward Private Conjunctive Searchable Encryption with Comprehensive Verification	24
AnesFormer: An End-to-End Framework for EEG-Based Anesthetic State Classification	24
Data Exchange for the Metaverse with Accountable Decentralized TTPs and Incentive Mechanisms	23
A Composable Generative Framework Based on Prompt Learning for Various Information Extraction Tasks	23
Fine-Tuned Personality Federated Learning for Graph Data	23
Efficient Event Inference and Context-Awareness in Internet of Things Edge Systems	23
Hierarchical Lifelong Machine Learning With “Watchdog”	23
ScaleJoin: A Deterministic, Disjoint-Parallel and Skew-Resilient Stream Join	23
Attention-Based Complex Logical Query on Temporal Knowledge Graph via Graph Neural Network	23
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	22
Decentralized Federated Learning: A Survey on Security and Privacy	22
Multi-View Clustering With Self-Representation and Structural Constraint	22
SIESTA: A Scalable Infrastructure of Sequential Pattern Analysis	22
Boosting Encrypted Traffic Classification Using Feature-Enhanced Recurrent Neural Network with Angle Constraint	22
Semantic-Based and Entity-Resolution Fusion to Enhance Quality of Big RDF Data	22
Metagraph-Based Life Pattern Clustering With Big Human Mobility Data	21
Information Switching Patterns of Risk Communication in Social Media during Disasters	21
Heterogeneous Social Event Detection via Hyperbolic Graph Representations	21
PPHOPCM: Privacy-Preserving High-Order Possibilistic c-Means Algorithm for Big Data Clustering with Cloud Computing	21
Discovering and Understanding Geographical Video Viewing Patterns in Urban Neighborhoods	20
An Effective 2-Dimension Graph Partitioning for Work Stealing Assisted Graph Processing on Multi-FPGAs	20
Weak Supervision Learning for Object Co-Segmentation	20
Streaming Local Community Detection Through Approximate Conductance	19
Practical Attribute Reconstruction Attack Against Federated Learning	19
Computing Significant Cliques in Large Labeled Networks	19
RGSE: Robust Graph Structure Embedding for Anomalous Link Detection	19
Efficient Asynchronous Multi-Participant Vertical Federated Learning	19
Efficiently Transfer User Profile Across Networks	18

Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition	18
SGAMF: Sparse Gated Attention-Based Multimodal Fusion Method for Fake News Detection	18
Fast Multi-View Outlier Detection via Deep Encoder	18
A Federated Convolution Transformer for Fake News Detection	18
Graph Prompt Learning Method for the Demand-Responsive Transport Routing Problem	18
Heterogeneous Daily Living Activity Learning Through Domain Invariant Feature Subspace	17
AugGPT: Leveraging ChatGPT for Text Data Augmentation	17
eBoF: Interactive Temporal Correlation Analysis for Ensemble Data Based on Bag-of-Features	17
Adaptive Graph Structure Learning Neural Rough Differential Equations for Multivariate Time Series Forecasting	17
Topology-based Node-level Membership Inference Attacks on Graph Neural Networks	17
Efficient and Privacy-Preserving Aggregate Query Over Public Property Graphs	17
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	17
Expertise or Hallucination? A Comprehensive Evaluation of ChatGPT's Aptitude in Clinical Genetics	16
Self-Attention Graph Convolution Residual Network for Traffic Data Completion	16
PViTGAtt-IP: Severity Quantification of Lung Infections in Chest X-rays and CT Scans via Parallel and Cross-Attended Encoders	16
Uncovering Local Hierarchical Overlapping Communities at Scale	16
Distributed Sparse Class-Imbalance Learning and Its Applications	16
Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation	16
Revocable DSSE in Healthcare Systems with Range Query Support	16
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning	15
Managing Big Interval Data with CINTIA: The Checkpoint INTerval Array	15
Higher-Order Smoothness Enhanced Graph Collaborative Filtering	15
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	15
Multi-Label Graph Convolutional Network Representation Learning	15
Multiple Distance-Based Coding: Toward Scalable Feature Matching for Large-Scale Web Image Search	15
A Survey on the Methods and Results of Data-Driven Koopman Analysis in the Visualization of Dynamical Systems	15
A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications	15
GGNN: Graph-Based GPU Nearest Neighbor Search	15
An Overall Evaluation on Benefits of Competitive Influence Diffusion	14
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index	14
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	14
Regression Analysis of Predictions and Forecasts of Cloud Data Center KPIs Using the Boosted Decision Tree Algorithm	14
GCLNet: Generalized Contrastive Learning for Weakly Supervised Temporal Action Localization	13
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	13
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	13
Efficient Interactive Global Cellular Signal Strength Visualization	13
Portraying Fine-grained Tenant Portrait for Churn Prediction using Semi-supervised Graph Convolution and Attention Network	13
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	13
Modeling and Visualizing Student Flow	12
Improved Gradient Inversion Attacks and Defenses in Federated Learning	12
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	12
Identity-Based Dynamic Data Auditing for Big Data Storage	11
Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing	11
OpinionRank: Trustworthy Website Detection Using Three Valued Subjective Logic	11
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network	11
Cepe-FL: Communication-efficient and Privacy-enhanced Federated Learning via Adaptive Compressive Sensing	11
Adaptive Superpixel Segmentation With Non-Uniform Seed Initialization	11
Multiscale Feature-guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System	11
Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	10
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	10
Towards Enhancing Inter-Domain Routing Security with Visualization and Visual Analytics	10
Restoration of Recaptured Screen Images with A Divide and Conquer Strategy	10
GE-GNN: Gated Edge-augmented Graph Neural Network for Fraud Detection	10
Distributed Dual Averaging Based Data Clustering	10
Cost-Aware Triangle Counting over Geo-Distributed Datacenters	10
Spatio-Temporal Transformer Network for Weather Forecasting	10
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	10
Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction	10
Identification of Communities With Multi-Semantics via Bayesian Generative Model	9
Adaptive Powerball Stochastic Conjugate Gradient for Large-Scale Learning	9
Denoising Neural Relation Extraction for Spatio-temporal Recommendation System	9
Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning	9
A Multi-Modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling	9
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification	9
Efficient Graph Processing with Invalid Update Filtration	9
Many Hands Make Light Work: Group Influence Maximization in Evolving Social Networks	9
Data-Driven Digital Advertising with Uncertain Demand Model in Metro Networks	9
Parallel Overlapping Community Detection Algorithm on GPU	9