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 2022-08-01 to 2026-08-01.)

Article	Citations
Editorial Summary of Selected Articles	101
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	78
A Cross-Lingual Real-Time E-Commerce Recommendation Method Based on Siamese Graph Convolutional Network and Bilinear Attention	51
Design of Fatigue Driving Behavior Detection Based on Circle Hough Transform	33
Analysis on Research Situation of Soybean Quality Evaluation Based on Bibliometrics	33
Agentic Artificial Intelligence-Driven Explainable Deep Learning for Deciphering Noncoding Pathogenic Mechanisms of Delirium Through Genomic Big Data Integration	31
Hybrid Deep Learning Approach for Traffic Speed Prediction	23
Automated Natural Language Processing-Based Supplier Discovery for Financial Services	19
A Fast Survival Support Vector Regression Approach to Large Scale Credit Scoring via Safe Screening	18
A Data-Driven Analysis Method for the Trajectory of Power Carbon Emission in the Urban Area	17
Sharing Medical Big Data While Preserving Patient Confidentiality in Innovative Medicines Initiative: A Summary and Case Report from BigData@Heart	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	17
An Autoregressive-Based Kalman Filter Approach for Daily PM _2.5 Concentration Forecasting in Beijing, China	17
RST-DE: Rough Sets-Based New Differential Evolution Algorithm for Scalable Big Data Feature Selection in Distributed Computing Platforms	14
Content-Aware Human Mobility Pattern Extraction	13
Special Issue on “Agentic AI for Explainable Big Data Exploration and Visual Analytics”	13
A Review of Anonymization for Healthcare Data	13
Indirect Category Data Transfer Learning Algorithm using Regularization Discrimination	12
Prognostic Modeling for Liver Cirrhosis Mortality Prediction and Real-Time Health Monitoring from Electronic Health Data	12
DS ² PT: A Deep Two-Stage Patent Text Segmentation Framework Informed by Low-Latency Neural Network Characteristics	12
Service Level Agreement Monitoring as a Service: An Independent Monitoring Service for Service Level Agreements in Clouds	11
Big Multimodal Data Analysis: Applications	11
Acknowledgment of Reviewers 2022	11
Importance of Community Engagement in Data Decision Making	11
An Unsupervised Feature Extraction Approach Based on Self-Expression	11

Gaussian Adapted Markov Model with Overhauled Fluctuation Analysis-Based Big Data Streaming Model in Cloud	11
Identification of Potential Cooperation Relationships Among Scientists	11
A Robust Learning Algorithm Based on Particle Swarm Optimization for Pi-Sigma Artificial Neural Networks	10
Big Data Assurance: An Approach Based on Service-Level Agreements	10
Equity as a Guiding Principle for the Public Health Data System	10
Raw Electroencephalogram-Based Cognitive Workload Classification Using Directed and Nondirected Functional Connectivity Analysis and Deep Learning	10
Classifying of VN-Index Bullishness by Bayesian Inference	9
The Two Worlds of Emergency Law: A Comparative Study of International and Chinese Scholarship Through Knowledge Domain Mapping	9
Predicting Sociodemographic Attributes from Mobile Usage Patterns: Applications and Privacy Implications	8
Kriging, Polynomial Chaos Expansion, and Low-Rank Approximations in Material Science and Big Data Analytics	7
Applications of Bayesian Neural Networks in Outlier Detection	7
A MapReduce-Based Approach for Fast Connected Components Detection from Large-Scale Networks	7
Long- and Short-Term Memory Model of Cotton Price Index Volatility Risk Based on Explainable Artificial Intelligence	7
Hybrid Generalized Regularized Extreme Learning Machine Through Gradient-Based Optimizer Model for Self-Cleansing Nondeposition with Clean Bed Mode of Sediment Transport	7
Multilevel Attention Networks and Policy Reinforcement Learning for Image Caption Generation	7
Analysis of Driving Fatigue Characteristics in Cold and Hypoxia Environment of High-Altitude Areas	7
Big Data-Driven Explainable Agentic AI Decision Frameworks for Enterprise Innovation in FinTech Ecosystems	7
Balancing Protection and Quality in Big Data Analytics Pipelines	7
Cloud-Based Advanced Shuffled Frog Leaping Algorithm for Tasks Scheduling	7
iELMNet: Integrating Novel Improved Extreme Learning Machine and Convolutional Neural Network Model for Traffic Sign Detection	7
Attribute-Based Adaptive Homomorphic Encryption for Big Data Security	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
Spatial-Frequency Attention Network for Crowd Counting	6
Constructing an Artificial Intelligence–Driven Multilingual Medical Health Education Chatbot with Domain-Specific Medical Knowledge	6
Predicting Social Events with Multimodal Fusion of Spatial and Temporal Dynamic Graph Representations	6
Dual-Path Graph Neural Network with Adaptive Auxiliary Module for Link Prediction	6
Pneumonia Detection Using Enhanced Convolutional Neural Network Model on Chest X-Ray Images	6
Acknowledgment of Reviewers 2023	6
Preemptive Epidemic Information Transmission Model Using Nonreplication Edge Node Connectivity in Health Care Networks	6
An Edge-Enabled Low-Latency Cross-Lingual Speech-to-Text Framework for Efficient Human–Robot Interaction	5
TL-TransUNet: An Improved Lightweight Semantic Segmentation Model of Macular Edema Lesions in Retinal OCT Images	5
Siamese-Based Architecture for Cross-Lingual Plagiarism Detection in English–Hindi Language Pairs	5
An Empirical Evaluation of Network Representation Learning Methods	5
Dual Position Relationship Transformer for Image Captioning	5
Optimization of Imbalanced and Multidimensional Learning Under Bayes Minimum Risk and Savings Measure	5
Bayesian Method for Water Quality Emergency Monitoring in Environmental Pollution Accident Disposal	5
The Issues of Interoperability and Data Connectedness for Public Health	4
Prediction and Big Data Impact Analysis of Telecom Churn by Backpropagation Neural Network Algorithm from the Perspective of Business Model	4
Acknowledgment of Reviewers 2024	4
Anomaly Detection in Automatic Meter Intelligence System Using Positive Unlabeled Learning and Multiple Symbolic Aggregate Approximation	4
A Hybrid Seasonal Autoregressive Integrated Moving Average and Denoising Autoencoder Model for Atmospheric Temperature Profile Prediction	4
Demonstrating Equity Through the Convening of Expert Panels	4
Big Data Confidentiality: An Approach Toward Corporate Compliance Using a Rule-Based System	4
Structured Verification of Machine Learning Models in Industrial Settings	4
E-Commerce Network Search System Based on Target Webpage Positioning and Sentiment Analysis Recommendation	4
Enhancing Real-Time Patient Monitoring in Intensive Care Units with Deep Learning and the Internet of Things	4
Consumer Segmentation Based on Location and Timing Dimensions Using Big Data from Business-to-Customer Retailing Marketplaces	4
Method for Power Grid Digital Operation Data Integration Based on K-Medoids Clustering with Support for Real-Time Cross-Modal Applications	3
Improved Semantic Image Inpainting Method with Deep Convolution Generative Adversarial Networks	3

Computational Efficient Approximations of the Concordance Probability in a Big Data Setting	3
Memetic Spider Monkey Optimization for Spam Review Detection Problem	3
Detecting Unbiased Associations in Large Data Sets	3
ThinkAI: A Natural Language Processing-based Intelligent framework for Mental Health	3
Predicting Churn in Online Games by Quantifying Diversity of Engagement	3
Technology and Data Implications for the Public Health Workforce	3
Maximizing Influence in Social Networks Using Combined Local Features and Deep Learning-Based Node Embedding	3
Perceived Usefulness, Trust, and Behavioral Intention: A Study on College Student User Adoption Behaviors of Artificial Intelligence Generated News Based on Technology Acceptance Model	3
Digital and Intelligent Optimization Mechanism of the Entire Supply Chain Link Based on Generative Artificial Intelligence and Neural Semantic Analysis	3
Cloud Resource Scheduling Using Multi-Strategy Fused Honey Badger Algorithm	3
An Intelligent Channel Estimation Algorithm Based on Extended Model for 5G-V2X	3