OOIR: Observatory of International Research

Papers

(The median citation count of Big Data is 2. 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
Design of Fatigue Driving Behavior Detection Based on Circle Hough Transform	81
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	79
An Autoregressive-Based Kalman Filter Approach for Daily PM_2.5 Concentration Forecasting in Beijing, China	49
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	45
A Data-Driven Analysis Method for the Trajectory of Power Carbon Emission in the Urban Area	44
Sharing Medical Big Data While Preserving Patient Confidentiality in Innovative Medicines Initiative: A Summary and Case Report from BigData@Heart	35
Automated Natural Language Processing-Based Supplier Discovery for Financial Services	28
A Review of Anonymization for Healthcare Data	26
RST-DE: Rough Sets-Based New Differential Evolution Algorithm for Scalable Big Data Feature Selection in Distributed Computing Platforms	25
General Paradigm of Edge-Based Internet of Things Data Mining for Geohazard Prevention	24
Hybrid Deep Learning Approach for Traffic Speed Prediction	24
A Fast Survival Support Vector Regression Approach to Large Scale Credit Scoring via Safe Screening	23
Indirect Category Data Transfer Learning Algorithm using Regularization Discrimination	21
Content-Aware Human Mobility Pattern Extraction	18
Call for Special Issue Papers: Big Data-Driven Futuristic Fabric System in Societal Digital Transformation	18
Prognostic Modeling for Liver Cirrhosis Mortality Prediction and Real-Time Health Monitoring from Electronic Health Data	16
Identification of Potential Cooperation Relationships Among Scientists	14
Importance of Community Engagement in Data Decision Making	14
Hyperparameter Optimization for Transfer Learning of VGG16 for Disease Identification in Corn Leaves Using Bayesian Optimization	14
Gaussian Adapted Markov Model with Overhauled Fluctuation Analysis-Based Big Data Streaming Model in Cloud	13
Big Multimodal Data Analysis: Applications	11
Agricultural Disaster Risk Management and Capability Assessment Using Big Data Analytics	10
Utility-Based Differentially Private Recommendation System	10
Call for Special Issue Papers: Levering Emerging Technologies in Supply Chain Management	10
Acknowledgment of Reviewers 2022	10

Equity as a Guiding Principle for the Public Health Data System	9
An Ensemble-Based Scalable Approach for Intrusion Detection Using Big Data Framework	9
A Robust Learning Algorithm Based on Particle Swarm Optimization for Pi-Sigma Artificial Neural Networks	9
Identifying Influential Nodes Using a Shell-Based Ranking and Filtering Method in Social Networks	9
Raw Electroencephalogram-Based Cognitive Workload Classification Using Directed and Nondirected Functional Connectivity Analysis and Deep Learning	9
An Unsupervised Feature Extraction Approach Based on Self-Expression	9
Service Level Agreement Monitoring as a Service: An Independent Monitoring Service for Service Level Agreements in Clouds	9
Classifying of VN-Index Bullishness by Bayesian Inference	8
Acknowledgment of Reviewers 2021	8
Analysis of Driving Fatigue Characteristics in Cold and Hypoxia Environment of High-Altitude Areas	8
Predicting Sociodemographic Attributes from Mobile Usage Patterns: Applications and Privacy Implications	8
iELMNet: Integrating Novel Improved Extreme Learning Machine and Convolutional Neural Network Model for Traffic Sign Detection	8
Big Data Assurance: An Approach Based on Service-Level Agreements	8
Long- and Short-Term Memory Model of Cotton Price Index Volatility Risk Based on Explainable Artificial Intelligence	8
Kriging, Polynomial Chaos Expansion, and Low-Rank Approximations in Material Science and Big Data Analytics	8
A Convolutional Neural Network for Improved Anomaly-Based Network Intrusion Detection	8
Call for Special Issue Papers: Big Scientific Data and Machine Learning in Science and Engineering	7
Applications of Bayesian Neural Networks in Outlier Detection	7
A MapReduce-Based Approach for Fast Connected Components Detection from Large-Scale Networks	6
Preserving Health Care Data Security and Privacy Using Carmichael's Theorem-Based Homomorphic Encryption and Modified Enhanced Homomorphic Encryption Schemes in Edge Computing Systems	6
Hybrid Generalized Regularized Extreme Learning Machine Through Gradient-Based Optimizer Model for Self-Cleansing Nondeposition with Clean Bed Mode of Sediment Transport	6
Balancing Protection and Quality in Big Data Analytics Pipelines	6
Advanced Deep Learning for Resource Allocation and Security Aware Data Offloading in Industrial Mobile Edge Computing	6
Call for Special Issue Papers: Deep Learning Assisted Big Data Analytics for Biomedical Applications and Digital Healthcare	5
Vertical and Horizontal Water Penetration Velocity Modeling in Nonhomogenous Soil Using Fast Multi-Output Relevance Vector Regression	5
Attribute-Based Adaptive Homomorphic Encryption for Big Data Security	5
Call for Special Issue Papers: Levering Emerging Technologies in Supply Chain Management	5
Call for Special Issue Papers: Big Data Analytics and Intelligent Systems for Cybersecurity	5
Multilevel Attention Networks and Policy Reinforcement Learning for Image Caption Generation	5
Acknowledgment of Reviewers 2023	5
Pneumonia Detection Using Enhanced Convolutional Neural Network Model on Chest X-Ray Images	5
Cloud-Based Advanced Shuffled Frog Leaping Algorithm for Tasks Scheduling	5
Dual-Path Graph Neural Network with Adaptive Auxiliary Module for Link Prediction	4
A Long Short-Term Memory Network Stock Price Prediction with Leading Indicators	4
Predicting Social Events with Multimodal Fusion of Spatial and Temporal Dynamic Graph Representations	4
Call for Special Issue Papers: Big Scientific Data and Machine Learning in Science and Engineering	4
Big Data Confidentiality: An Approach Toward Corporate Compliance Using a Rule-Based System	3
The Issues of Interoperability and Data Connectedness for Public Health	3
Big Data Applications in Guangzhou Restaurants Analysis	3
An Efficient, Ensemble-Based Classification Framework for Big Medical Data	3
Introduction to the Special Issue on Big Data and the Internet of Things in Complex Information Systems	3
Dual Position Relationship Transformer for Image Captioning	3
Enhancing Real-Time Patient Monitoring in Intensive Care Units with Deep Learning and the Internet of Things	3
Demonstrating Equity Through the Convening of Expert Panels	3
A Hybrid Seasonal Autoregressive Integrated Moving Average and Denoising Autoencoder Model for Atmospheric Temperature Profile Prediction	3
Optimization of Imbalanced and Multidimensional Learning Under Bayes Minimum Risk and Savings Measure	3
Call for Special Issue Papers: Levering Emerging Technologies in Supply Chain Management	3
Anomaly Detection in Automatic Meter Intelligence System Using Positive Unlabeled Learning and Multiple Symbolic Aggregate Approximation	3
Spatial-Frequency Attention Network for Crowd Counting	3
Siamese-Based Architecture for Cross-Lingual Plagiarism Detection in English–Hindi Language Pairs	3

Consumer Segmentation Based on Location and Timing Dimensions Using Big Data from Business-to-Customer Retailing Marketplaces	3
Evolution Process and Simulation of Advanced Equipment Manufacturing Innovation Network Based on Intelligent System	3
Prediction and Big Data Impact Analysis of Telecom Churn by Backpropagation Neural Network Algorithm from the Perspective of Business Model	3
An Empirical Evaluation of Network Representation Learning Methods	3
Preemptive Epidemic Information Transmission Model Using Nonreplication Edge Node Connectivity in Health Care Networks	3
Structured Verification of Machine Learning Models in Industrial Settings	3
Bayesian Method for Water Quality Emergency Monitoring in Environmental Pollution Accident Disposal	3
Residual-Based Graph Convolutional Network for Emotion Recognition in Conversation for Smart Internet of Things	2
Internet of Things-Based Optimized Routing and Big Data Gathering System for Landslide Detection	2
Technology and Data Implications for the Public Health Workforce	2
The Impact of Cloaking Digital Footprints on User Privacy and Personalization	2
Impact of Centrality Measures on the Common Neighbors in Link Prediction for Multiplex Networks	2
A Reinforcement Learning-Based Framework for Crowdsourcing in Massive Health Care Internet of Things	2
Detecting Unbiased Associations in Large Data Sets	2
Big Data–Artificial Intelligence Fusion Technology in Education in the Context of the New Crown Epidemic	2
An Intelligent Channel Estimation Algorithm Based on Extended Model for 5G-V2X	2
Cloud Resource Scheduling Using Multi-Strategy Fused Honey Badger Algorithm	2
Small Files Problem Resolution via Hierarchical Clustering Algorithm	2
Call for Special Issue Papers: Big Data-Driven Futuristic Fabric System in Societal Digital Transformation	2
Improved Semantic Image Inpainting Method with Deep Convolution Generative Adversarial Networks	2
Call for Special Issue Papers: Cloud Computing and Big Data for Cognitive IoT	2
Call for Special Issue Papers: Cloud Computing and Big Data for Cognitive IoT	2
Computational Efficient Approximations of the Concordance Probability in a Big Data Setting	2
Maximizing Influence in Social Networks Using Combined Local Features and Deep Learning-Based Node Embedding	2
An Improved Dual-Channel Deep Q-Network Model for Tourism Recommendation	2
Memetic Spider Monkey Optimization for Spam Review Detection Problem	2
Predicting Churn in Online Games by Quantifying Diversity of Engagement	2