OOIR: Observatory of International Research

Papers

(The median citation count of Big Data is 3. 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 2022-05-01 to 2026-05-01.)

Article	Citations
Design of Fatigue Driving Behavior Detection Based on Circle Hough Transform	97
Analysis on Research Situation of Soybean Quality Evaluation Based on Bibliometrics	71
Impact of Cooperative Innovation on the Technological Innovation Performance of High-Tech Firms: A Dual Moderating Effect Model of Big Data Capabilities and Policy Support	66
A Cross-Lingual Real-Time E-Commerce Recommendation Method Based on Siamese Graph Convolutional Network and Bilinear Attention	41
Editorial Summary of Selected Articles	31
RST-DE: Rough Sets-Based New Differential Evolution Algorithm for Scalable Big Data Feature Selection in Distributed Computing Platforms	28
Hybrid Deep Learning Approach for Traffic Speed Prediction	24
A Review of Anonymization for Healthcare Data	23
Sharing Medical Big Data While Preserving Patient Confidentiality in Innovative Medicines Initiative: A Summary and Case Report from BigData@Heart	22
Automated Natural Language Processing-Based Supplier Discovery for Financial Services	18
An Autoregressive-Based Kalman Filter Approach for Daily PM _2.5 Concentration Forecasting in Beijing, China	17
A Fast Survival Support Vector Regression Approach to Large Scale Credit Scoring via Safe Screening	17
A Data-Driven Analysis Method for the Trajectory of Power Carbon Emission in the Urban Area	17
Correction to: An Improved Multiexposure Image Fusion Technique by Nazish, et al. Big Data 2023;11(3):215–224; doi: 10.1089/big.2021.0223	14
Prognostic Modeling for Liver Cirrhosis Mortality Prediction and Real-Time Health Monitoring from Electronic Health Data	14
Indirect Category Data Transfer Learning Algorithm using Regularization Discrimination	13
Content-Aware Human Mobility Pattern Extraction	13
Gaussian Adapted Markov Model with Overhauled Fluctuation Analysis-Based Big Data Streaming Model in Cloud	12
Big Multimodal Data Analysis: Applications	12
Hyperparameter Optimization for Transfer Learning of VGG16 for Disease Identification in Corn Leaves Using Bayesian Optimization	12
Identification of Potential Cooperation Relationships Among Scientists	12
Agricultural Disaster Risk Management and Capability Assessment Using Big Data Analytics	12
Importance of Community Engagement in Data Decision Making	12
Acknowledgment of Reviewers 2022	11
Service Level Agreement Monitoring as a Service: An Independent Monitoring Service for Service Level Agreements in Clouds	11

A Robust Learning Algorithm Based on Particle Swarm Optimization for Pi-Sigma Artificial Neural Networks	10
An Unsupervised Feature Extraction Approach Based on Self-Expression	10
Raw Electroencephalogram-Based Cognitive Workload Classification Using Directed and Nondirected Functional Connectivity Analysis and Deep Learning	10
Equity as a Guiding Principle for the Public Health Data System	9
Kriging, Polynomial Chaos Expansion, and Low-Rank Approximations in Material Science and Big Data Analytics	9
The Two Worlds of Emergency Law: A Comparative Study of International and Chinese Scholarship Through Knowledge Domain Mapping	9
Analysis of Driving Fatigue Characteristics in Cold and Hypoxia Environment of High-Altitude Areas	9
Big Data Assurance: An Approach Based on Service-Level Agreements	9
Classifying of VN-Index Bullishness by Bayesian Inference	9
Predicting Sociodemographic Attributes from Mobile Usage Patterns: Applications and Privacy Implications	9
Long- and Short-Term Memory Model of Cotton Price Index Volatility Risk Based on Explainable Artificial Intelligence	8
iELMNet: Integrating Novel Improved Extreme Learning Machine and Convolutional Neural Network Model for Traffic Sign Detection	8
Hybrid Generalized Regularized Extreme Learning Machine Through Gradient-Based Optimizer Model for Self-Cleansing Nondeposition with Clean Bed Mode of Sediment Transport	7
Cloud-Based Advanced Shuffled Frog Leaping Algorithm for Tasks Scheduling	7
Balancing Protection and Quality in Big Data Analytics Pipelines	7
Attribute-Based Adaptive Homomorphic Encryption for Big Data Security	7
Applications of Bayesian Neural Networks in Outlier Detection	7
A MapReduce-Based Approach for Fast Connected Components Detection from Large-Scale Networks	7
Pneumonia Detection Using Enhanced Convolutional Neural Network Model on Chest X-Ray Images	7
Spatial-Frequency Attention Network for Crowd Counting	6
Vertical and Horizontal Water Penetration Velocity Modeling in Nonhomogenous Soil Using Fast Multi-Output Relevance Vector Regression	6
Introduction to the Special Issue on Big Data and the Internet of Things in Complex Information Systems	6
Predicting Social Events with Multimodal Fusion of Spatial and Temporal Dynamic Graph Representations	6
Multilevel Attention Networks and Policy Reinforcement Learning for Image Caption Generation	6
Dual Position Relationship Transformer for Image Captioning	6
Acknowledgment of Reviewers 2023	6
Structured Verification of Machine Learning Models in Industrial Settings	5
An Empirical Evaluation of Network Representation Learning Methods	5
Acknowledgment of Reviewers 2024	5
Siamese-Based Architecture for Cross-Lingual Plagiarism Detection in English–Hindi Language Pairs	5
Big Data Confidentiality: An Approach Toward Corporate Compliance Using a Rule-Based System	5
Anomaly Detection in Automatic Meter Intelligence System Using Positive Unlabeled Learning and Multiple Symbolic Aggregate Approximation	5
Dual-Path Graph Neural Network with Adaptive Auxiliary Module for Link Prediction	5
Enhancing Real-Time Patient Monitoring in Intensive Care Units with Deep Learning and the Internet of Things	5
TL-TransUNet: An Improved Lightweight Semantic Segmentation Model of Macular Edema Lesions in Retinal OCT Images	5
Bayesian Method for Water Quality Emergency Monitoring in Environmental Pollution Accident Disposal	5
E-Commerce Network Search System Based on Target Webpage Positioning and Sentiment Analysis Recommendation	5
Preemptive Epidemic Information Transmission Model Using Nonreplication Edge Node Connectivity in Health Care Networks	5
Optimization of Imbalanced and Multidimensional Learning Under Bayes Minimum Risk and Savings Measure	5
Consumer Segmentation Based on Location and Timing Dimensions Using Big Data from Business-to-Customer Retailing Marketplaces	5
A Hybrid Seasonal Autoregressive Integrated Moving Average and Denoising Autoencoder Model for Atmospheric Temperature Profile Prediction	4
Evolution Process and Simulation of Advanced Equipment Manufacturing Innovation Network Based on Intelligent System	4
Digital and Intelligent Optimization Mechanism of the Entire Supply Chain Link Based on Generative Artificial Intelligence and Neural Semantic Analysis	4
Improved Semantic Image Inpainting Method with Deep Convolution Generative Adversarial Networks	4
The Issues of Interoperability and Data Connectedness for Public Health	4
Perceived Usefulness, Trust, and Behavioral Intention: A Study on College Student User Adoption Behaviors of Artificial Intelligence Generated News Based on Technology Acceptance Model	4
Big Data–Artificial Intelligence Fusion Technology in Education in the Context of the New Crown Epidemic	4
Demonstrating Equity Through the Convening of Expert Panels	4
Prediction and Big Data Impact Analysis of Telecom Churn by Backpropagation Neural Network Algorithm from the Perspective of Business Model	4
Detecting Unbiased Associations in Large Data Sets	4

Computational Efficient Approximations of the Concordance Probability in a Big Data Setting	3
Technology and Data Implications for the Public Health Workforce	3
Cloud Resource Scheduling Using Multi-Strategy Fused Honey Badger Algorithm	3
The Impact of Cloaking Digital Footprints on User Privacy and Personalization	3
Predicting Churn in Online Games by Quantifying Diversity of Engagement	3
An Intelligent Channel Estimation Algorithm Based on Extended Model for 5G-V2X	3
Optimizing Multilayer Networks Through Time-Dependent Decision-Making: A Comparative Study	3
An Improved Dual-Channel Deep Q-Network Model for Tourism Recommendation	3
Memetic Spider Monkey Optimization for Spam Review Detection Problem	3
Maximizing Influence in Social Networks Using Combined Local Features and Deep Learning-Based Node Embedding	3
Leveraging Transformer-GNN Integration for Multilingual News Speech-to-Text Similarity Modeling	3
Small Files Problem Resolution via Hierarchical Clustering Algorithm	3