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 2021-08-01 to 2025-08-01.)

Article	Citations
A Query-Aware Method for Approximate Range Search in Hamming Space	300
A Structured Approach Towards Big Data Identification	219
Towards Fair and Scalable Trial Assignment in Federated Bandits: A Shapley Value Approach	114
A novel concept-cognitive learning model oriented to three-way concept for knowledge acquisition	106
FLAG: Faster Learning on Anchor Graph with Label Predictor Optimization	85
A Lightweight Matrix Factorization for Recommendation With Local Differential Privacy in Big Data	85
Using Construction Waste Hauling Trucks' GPS Data to Classify Earthwork-Related Locations: A Chengdu Case Study	83
Meta-Learning Based Classification for Moving Object Trajectories in Mobile IoT	82
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree	79
Don’t Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection	68
FIFA: A Forest-based Sliding Window Aggregation Scheme for Out-of-Order Data Streams	66
LGM-GNN: A Local and Global Aware Memory-Based Graph Neural Network for Fraud Detection	64
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	64
Mining Stable Communities in Temporal Networks by Density-Based Clustering	55
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning	51
Aligning Crowd-Sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models	50
Cosine Multilinear Principal Component Analysis for Recognition	49
On the Convergence of Federated Learning Algorithms Without Data Similarity	49
Determination of the Number of Clusters in High-Dimensional Data with Subspace Clusters	47
Casformer: Information Popularity Prediction With Adaptive Cascade Sampling and Graph Transformer in Social Networks	44
Towards Fraud Detection via Fine-Grained Classification of User Behavior	43
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review	42
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems	42
BitAnalysis: A Visualization System for Bitcoin Wallet Investigation	42
Research of Federated Learning Application Methods and Social Responsibility	42

Parallel Graph Learning With Temporal Stamp Encoding for Fraudulent Transactions Detections	42
Risk-Constrained Reinforcement Learning With Augmented Lagrangian Multiplier for Portfolio Optimization	41
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection	41
Automatic Recognition of Cyberbullying in the Web of Things and social media using Deep Learning Framework	39
Higher-order Community Detection by Motif-based Modularity Optimization	38
Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification	36
Edge-DPSDG: An Edge-Based Differential Privacy Protection Model for Smart Healthcare	36
Verifiable and Privacy-Preserving k-NN Query Scheme With Multiple Keys	35
DTWformer: a DTW-Based Transformer for Multivariate Time Series Forecasting	34
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	34
Differential Modal Multistage Adaptive Fusion Networks via Knowledge Distillation for RGB-D Mirror Segmentation	33
System Identification With Fourier Transformation for Long-Term Time Series Forecasting	33
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	33
IEMask R-CNN: Information-Enhanced Mask R-CNN	32
Feature Subspace Learning-Based Binary Differential Evolution Algorithm for Unsupervised Feature Selection	32
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	31
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data	31
Multi-view Spectral Clustering on the Grassmannian Manifold With Hypergraph Representation	31
Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise	31
Efficient Forward and Backward Private Conjunctive Searchable Encryption With Comprehensive Verification	29
Adapt Anything: Tailor Any Image Classifier Across Domains and Categories Using Text-to-Image Diffusion Models	29
Joint Multi-Feature Information Entity Alignment for Cross-Lingual Temporal Knowledge Graph With BERT	29
Data-Driven Web APIs Recommendation for Building Web Applications	28
Hierarchical Lifelong Machine Learning With “Watchdog”	28
AnesFormer: An End-to-End Framework for EEG-Based Anesthetic State Classification	28
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference	28
Use of Transfer Learning for Affordable In-Context Fake Review Generation	28
Efficient Event Inference and Context-Awareness in Internet of Things Edge Systems	27
Data Exchange for the Metaverse with Accountable Decentralized TTPs and Incentive Mechanisms	27
Attention-Based Complex Logical Query on Temporal Knowledge Graph via Graph Neural Network	25
Multi-View Clustering With Self-Representation and Structural Constraint	25
Boosting Encrypted Traffic Classification Using Feature-Enhanced Recurrent Neural Network With Angle Constraint	25
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	24
Fine-Tuned Personality Federated Learning for Graph Data	24
SIESTA: A Scalable Infrastructure of Sequential Pattern Analysis	24
A Comprehensive Image Protection Framework Based on High-Capacity Adversarial Data Hiding	23
Discovering and Understanding Geographical Video Viewing Patterns in Urban Neighborhoods	22
A Composable Generative Framework Based on Prompt Learning for Various Information Extraction Tasks	22
PPHOPCM: Privacy-Preserving High-Order Possibilistic c-Means Algorithm for Big Data Clustering with Cloud Computing	22
Decentralized Federated Learning: A Survey on Security and Privacy	22
Efficiently Transfer User Profile Across Networks	21
Streaming Local Community Detection Through Approximate Conductance	21
Weak Supervision Learning for Object Co-Segmentation	21
Heterogeneous Social Event Detection via Hyperbolic Graph Representations	20
An Effective 2-Dimension Graph Partitioning for Work Stealing Assisted Graph Processing on Multi-FPGAs	20
RGSE: Robust Graph Structure Embedding for Anomalous Link Detection	20
AugGPT: Leveraging ChatGPT for Text Data Augmentation	20
A Federated Convolution Transformer for Fake News Detection	20
Topology-based Node-level Membership Inference Attacks on Graph Neural Networks	20
SGAMF: Sparse Gated Attention-Based Multimodal Fusion Method for Fake News Detection	20

Fast Multi-View Outlier Detection via Deep Encoder	19
Graph Prompt Learning Method for the Demand-Responsive Transport Routing Problem	19
Adaptive Graph Structure Learning Neural Rough Differential Equations for Multivariate Time Series Forecasting	18
Efficient Asynchronous Multi-Participant Vertical Federated Learning	18
Information Switching Patterns of Risk Communication in Social Media During Disasters	18
Distributed Sparse Class-Imbalance Learning and Its Applications	18
Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition	18
Computing Significant Cliques in Large Labeled Networks	18
Practical Attribute Reconstruction Attack Against Federated Learning	18
Heterogeneous Daily Living Activity Learning Through Domain Invariant Feature Subspace	18
Metagraph-Based Life Pattern Clustering With Big Human Mobility Data	18
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	18
Linear Time Community Detection by a Novel Modularity Gain Acceleration in Label Propagation	17
Revocable DSSE in Healthcare Systems with Range Query Support	17
Uncovering Local Hierarchical Overlapping Communities at Scale	17
Efficient and Privacy-Preserving Aggregate Query Over Public Property Graphs	17
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
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning	16
Expertise or Hallucination? A Comprehensive Evaluation of ChatGPT's Aptitude in Clinical Genetics	16
A Survey on the Methods and Results of Data-Driven Koopman Analysis in the Visualization of Dynamical Systems	16
eBoF: Interactive Temporal Correlation Analysis for Ensemble Data Based on Bag-of-Features	16
Higher-Order Smoothness Enhanced Graph Collaborative Filtering	15
A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications	15
An Overall Evaluation on Benefits of Competitive Influence Diffusion	15
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	15
GGNN: Graph-Based GPU Nearest Neighbor Search	15
Regression Analysis of Predictions and Forecasts of Cloud Data Center KPIs Using the Boosted Decision Tree Algorithm	15
Multi-Label Graph Convolutional Network Representation Learning	15
Efficient Interactive Global Cellular Signal Strength Visualization	15
Outsourced Privacy-Preserving Data Alignment on Vertically Partitioned Database	14
GCLNet: Generalized Contrastive Learning for Weakly Supervised Temporal Action Localization	14
Mining Hierarchical Information of CNNs for Scene Classification of VHR Remote Sensing Images	14
CTDI: CNN-Transformer-Based Spatial-Temporal Missing Air Pollution Data Imputation	13
Mobile Network Traffic Prediction Based on Seasonal Adjacent Windows Sampling and Conditional Probability Estimation	13
Editorial Emerging Horizons: The Rise of Large Language Models and Cross-Modal Generative AI	13
Efficient Learned Spatial Index With Interpolation Function Based Learned Model	13
Improved Gradient Inversion Attacks and Defenses in Federated Learning	13
Portraying Fine-grained Tenant Portrait for Churn Prediction using Semi-supervised Graph Convolution and Attention Network	13
Cepe-FL: Communication-efficient and Privacy-enhanced Federated Learning via Adaptive Compressive Sensing	12
Distributed Dual Averaging Based Data Clustering	12
Graph-Enhanced Multi-Scale Contrastive Learning for Graph Anomaly Detection with Adaptive Diffusion Models	12
GTPool: Graph Transformer Pooling with Diverse Sampling	12
Towards the Inference of Travel Purpose with Heterogeneous Urban Data	12
Identity-Based Dynamic Data Auditing for Big Data Storage	12
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index	12
Spatio-Temporal Transformer Network for Weather Forecasting	12
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	12
OpinionRank: Trustworthy Website Detection Using Three Valued Subjective Logic	11
GE-GNN: Gated Edge-Augmented Graph Neural Network for Fraud Detection	11
Spatial-Attention and Demographic-Augmented Generative Adversarial Imputation Network for Population Health Data Reconstruction	11
CompanyKG: A Large-Scale Heterogeneous Graph for Company Similarity Quantification	11
Dynamic Entity-Based Named Entity Recognition Under Unconstrained Tagging Schemes	11
Multiscale Feature-Guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System	11
Identification of Communities With Multi-Semantics via Bayesian Generative Model	11
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network	11
Adaptive Superpixel Segmentation With Non-Uniform Seed Initialization	11
Online Non-Stationary Pricing Incentives for Budget-Limited Crowdsensing	11
A Multi-Modal Hypergraph Neural Network via Parametric Filtering and Feature Sampling	11
Parallel Overlapping Community Detection Algorithm on GPU	10
Efficient and Tractable Conflict Detection in Knowledge Graphs via Path Analysis	10
ATLAS: GAN-Based Differentially Private Multi-Party Data Sharing	10
Towards Enhancing Inter-Domain Routing Security With Visualization and Visual Analytics	10
Generative-Contrastive Heterogeneous Graph Neural Network	10
Big Data for the Social Good: The Drought Early-Warning Experience Report	10
Restoration of Recaptured Screen Images With a Divide and Conquer Strategy	10
LongArms: Fraud Prediction in Online Lending Services Using Sparse Knowledge Graph	10
Efficient FCTN Decomposition with Structural Sparsity for Noisy Tensor Completion	10
Many Hands Make Light Work: Group Influence Maximization in Evolving Social Networks	9
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications	9
Deep Convolutional Neural Network Based Medical Concept Normalization	9
Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning	9
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	9
Task Allocation Under Geo-Indistinguishability via Group-Based Noise Addition	9
EvoSets: Tracking the Sensitivity of Dimensionality Reduction Results Across Subspaces	9
Denoising Neural Relation Extraction for Spatio-Temporal Recommendation System	9
Adaptive Powerball Stochastic Conjugate Gradient for Large-Scale Learning	9
HEART: Historically Information Embedding and Subspace Re-Weighting Transformer-Based Tracking	9
Cost-Aware Triangle Counting Over Geo-Distributed Datacenters	9