OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Transactions on Big Data is 10. 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 2020-04-01 to 2024-04-01.)

Article	Citations
Billion-Scale Similarity Search with GPUs	772
Deep Feature Learning for Medical Image Analysis with Convolutional Autoencoder Neural Network	236
Algorithms of Unconstrained Non-Negative Latent Factor Analysis for Recommender Systems	121
Beyond the Patchwise Classification: Spectral-Spatial Fully Convolutional Networks for Hyperspectral Image Classification	101
PPHOPCM: Privacy-Preserving High-Order Possibilistic c-Means Algorithm for Big Data Clustering with Cloud Computing	81
A Big Data Enabled Channel Model for 5G Wireless Communication Systems	75
Differential Privacy Preserving of Training Model in Wireless Big Data with Edge Computing	72
An Epidemiological Neural Network Exploiting Dynamic Graph Structured Data Applied to the COVID-19 Outbreak	71
A Survey on Heterogeneous Graph Embedding: Methods, Techniques, Applications and Sources	70
Federated Forest	69
Deep Model Based Transfer and Multi-Task Learning for Biological Image Analysis	69
COVID-19 Chest CT Image Segmentation Network by Multi-Scale Fusion and Enhancement Operations	67
NPP: A New Privacy-Aware Public Auditing Scheme for Cloud Data Sharing with Group Users	65
Data-Driven Web APIs Recommendation for Building Web Applications	65
Time Series Anomaly Detection for Trustworthy Services in Cloud Computing Systems	64
Cloud Approach to Automated Crop Classification Using Sentinel-1 Imagery	61
Exploiting Deep Features for Remote Sensing Image Retrieval: A Systematic Investigation	58
Identification of Encrypted Traffic Through Attention Mechanism Based Long Short Term Memory	54
Dynamics of Public Opinions in an Online and Offline Social Network	54
COVID-19-CT-CXR: A Freely Accessible and Weakly Labeled Chest X-Ray and CT Image Collection on COVID-19 From Biomedical Literature	52
Clustering Analysis in the Wireless Propagation Channel with a Variational Gaussian Mixture Model	43
A Multilayered-and-Randomized Latent Factor Model for High-Dimensional and Sparse Matrices	42
A Multi-Order Distributed HOSVD with Its Incremental Computing for Big Services in Cyber-Physical-Social Systems	42
Sense and Sensibility: Characterizing Social Media Users Regarding the Use of Controversial Terms for COVID-19	37
Misinformation During the COVID-19 Outbreak in China: Cultural, Social and Political Entanglements	37

Urban Anomaly Analytics: Description, Detection, and Prediction	36
Hierarchical Particle Swarm Optimization-incorporated Latent Factor Analysis for Large-Scale Incomplete Matrices	36
B4SDC: A Blockchain System for Security Data Collection in MANETs	36
WiFind: Driver Fatigue Detection with Fine-Grained Wi-Fi Signal Features	34
A Comprehensive Trustworthy Data Collection Approach in Sensor-Cloud Systems	33
An Incremental Tensor-Train Decomposition for Cyber-Physical-Social Big Data	33
Hyperbolic Graph Attention Network	32
Achieving Efficient and Privacy-Preserving Cross-Domain Big Data Deduplication in Cloud	32
National Scale Surface Deformation Time Series Generation through Advanced DInSAR Processing of Sentinel-1 Data within a Cloud Computing Environment	30
Predicting and Understanding Student Learning Performance Using Multi-Source Sparse Attention Convolutional Neural Networks	27
Multi-View Clustering With Self-Representation and Structural Constraint	26
SZ3: A Modular Framework for Composing Prediction-Based Error-Bounded Lossy Compressors	26
Identity-Based Dynamic Data Auditing for Big Data Storage	24
P-MOD: Secure Privilege-Based Multilevel Organizational Data-Sharing in Cloud Computing	24
Hierarchical Density-Based Clustering Using MapReduce	24
Opportunistic Discovery of Personal Places Using Multi-Source Sensor Data	24
Towards Matching User Mobility Traces in Large-Scale Datasets	23
semi-Traj2Graph: Identifying Fine-grained Driving Style with GPS Trajectory Data via Multi-task Learning	22
Incremental Deep Computation Model for Wireless Big Data Feature Learning	22
Big Data Privacy in Biomedical Research	22
Extracting Medical Knowledge from Crowdsourced Question Answering Website	22
DAAC: Digital Asset Access Control in a Unified Blockchain Based E-Health System	22
Mining Deep Semantic Representations for Scene Classification of High-Resolution Remote Sensing Imagery	22
LSTM Based Phishing Detection for Big Email Data	22
A Mathematical Programming Formulation for Optimal Load Shifting of Electricity Demand for the Smart Grid	22
Knowledge Graphs for Social Good: An Entity-Centric Search Engine for the Human Trafficking Domain	21
Revocable Identity-Based Access Control for Big Data with Verifiable Outsourced Computing	21
MRMondrian: Scalable Multidimensional Anonymisation for Big Data Privacy Preservation	21
Country Image in COVID-19 Pandemic: A Case Study of China	21
Deep Neural Network-Based Impacts Analysis of Multimodal Factors on Heat Demand Prediction	21
Trust Based Incentive Scheme to Allocate Big Data Tasks with Mobile Social Cloud	20
Learning a Unified Blind Image Quality Metric via On-Line and Off-Line Big Training Instances	20
Collaborative Filtering With Network Representation Learning for Citation Recommendation	20
High-Ratio Lossy Compression: Exploring the Autoencoder to Compress Scientific Data	20
CrowdExpress: A Probabilistic Framework for On-Time Crowdsourced Package Deliveries	20
Forecasting People’s Needs in Hurricane Events from Social Network	20
Cost-Efficient Heterogeneous Worker Recruitment under Coverage Requirement in Spatial Crowdsourcing	19
Multiple Riemannian Manifold-Valued Descriptors Based Image Set Classification With Multi-Kernel Metric Learning	19
Personalized Federated Learning with Adaptive Batchnorm for Healthcare	19
Comparison of Different Machine Learning Approaches to Predict Small for Gestational Age Infants	19
Kira: Processing Astronomy Imagery Using Big Data Technology	19
Active and Semi-Supervised Graph Neural Networks for Graph Classification	19
A Novel Dynamic Fusion Approach Using Information Entropy for Interval-Valued Ordered Datasets	18
A Machine Learning Based Framework for Verification and Validation of Massive Scale Image Data	18
Boosting Nonnegative Matrix Factorization Based Community Detection With Graph Attention Auto-Encoder	17
K-Nearest Neighbor Search by Random Projection Forests	17
A New Approach of Exploiting Self-Adjoint Matrix Polynomials of Large Random Matrices for Anomaly Detection and Fault Location	17
Multiple Distance-Based Coding: Toward Scalable Feature Matching for Large-Scale Web Image Search	17
WukaStore: Scalable, Configurable and Reliable Data Storage on Hybrid Volunteered Cloud and Desktop Systems	17
Sleepy: Wireless Channel Data Driven Sleep Monitoring via Commodity WiFi Devices	17

Measuring Human and Economic Activity From Satellite Imagery to Support City-Scale Decision-Making During COVID-19 Pandemic	17
A Domain-Specific Bayesian Deep-Learning Approach for Air Pollution Forecast	16
A Generalized Deep Learning Algorithm Based on NMF for Multi-View Clustering	16
Privacy-Preserving Aggregation in Federated Learning: A Survey	16
Representation and Reinforcement Learning for Task Scheduling in Edge Computing	15
Multi-Label Graph Convolutional Network Representation Learning	15
Integrating Data and Model Space in Ensemble Learning by Visual Analytics	15
Efficient Trustworthiness Management for Malicious User Detection in Big Data Collection	14
Toward Architectural and Protocol-Level Foundation for End-to-End Trustworthiness in Cloud/Fog Computing	14
Scalable Uncertainty-Aware Truth Discovery in Big Data Social Sensing Applications for Cyber-Physical Systems	14
An Adaptive Pattern Learning Framework to Personalize Online Seizure Prediction	14
STGAN: Spatio-Temporal Generative Adversarial Network for Traffic Data Imputation	14
Improving Accuracy and Diversity in Matching of Recommendation With Diversified Preference Network	14
IRDA: Incremental Reinforcement Learning for Dynamic Resource Allocation	13
Semantic-Based and Entity-Resolution Fusion to Enhance Quality of Big RDF Data	13
Defending Batch-Level Label Inference and Replacement Attacks in Vertical Federated Learning	13
Towards Ubiquitous Intelligent Computing: Heterogeneous Distributed Deep Neural Networks	13
Trustworthiness Evaluation-Based Routing Protocol for Incompletely Predictable Vehicular Ad Hoc Networks	13
A Spatiotemporal Data Summarization Approach for Real-Time Operation of Smart Grid	13
Understanding the Users and Videos by Mining a Novel Danmu Dataset	13
Fusing Location Data for Depression Prediction	13
IEMask R-CNN: Information-Enhanced Mask R-CNN	13
TUSQ: Targeted High-Utility Sequence Querying	12
ScaleJoin: A Deterministic, Disjoint-Parallel and Skew-Resilient Stream Join	11
Exploring Multi-Dimension User-Item Interactions With Attentional Knowledge Graph Neural Networks for Recommendation	11
Finding and Tracking Multi-Density Clusters in Online Dynamic Data Streams	11
A Privacy and Efficiency-Oriented Data Sharing Mechanism for IoTs	11
BiLSTM-SSVM: Training the BiLSTM with a Structured Hinge Loss for Named-Entity Recognition	11
A Large-Scale Study of Android Malware Development Phenomenon on Public Malware Submission and Scanning Platform	11
MWBS: An Efficient Many-to-Many Wireless Big Data Delivery Scheme	11
An overview of healthcare data analytics with applications to the COVID-19 pandemic	11
Event Detection Through Differential Pattern Mining in Cyber-Physical Systems	11
Leveraging Structured Biological Knowledge for Counterfactual Inference: A Case Study of Viral Pathogenesis	10
Towards Efficient Local Causal Structure Learning	10
Large-Scale Data Pollution with Apache Spark	10
Survey and Analysis of Current End-User Data Analytics Tool Support	10
Sparse User Check-in Venue Prediction By Exploring Latent Decision Contexts From Location-Based Social Networks	10
FEVERLESS: Fast and Secure Vertical Federated Learning based on XGBoost for Decentralized Labels	10
Predicting Fine-Grained Air Quality Based on Deep Neural Networks	10
Citywide Traffic Volume Inference with Surveillance Camera Records	10
Deadline-Aware Cost Optimization for Spark	10
Personalized Recommendation in P2P Lending Based on Risk-Return Management: A Multi-Objective Perspective	10
Benchmarking Blocking Algorithms for Web Entities	10