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 2021-09-01 to 2025-09-01.)

Article	Citations
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	89
Design of Fatigue Driving Behavior Detection Based on Circle Hough Transform	53
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	51
A Data-Driven Analysis Method for the Trajectory of Power Carbon Emission in the Urban Area	47
A Review of Anonymization for Healthcare Data	31
RST-DE: Rough Sets-Based New Differential Evolution Algorithm for Scalable Big Data Feature Selection in Distributed Computing Platforms	27
An Autoregressive-Based Kalman Filter Approach for Daily PM_2.5 Concentration Forecasting in Beijing, China	26
A Fast Survival Support Vector Regression Approach to Large Scale Credit Scoring via Safe Screening	23
Hybrid Deep Learning Approach for Traffic Speed Prediction	21
Automated Natural Language Processing-Based Supplier Discovery for Financial Services	20
Sharing Medical Big Data While Preserving Patient Confidentiality in Innovative Medicines Initiative: A Summary and Case Report from BigData@Heart	19
General Paradigm of Edge-Based Internet of Things Data Mining for Geohazard Prevention	19
Indirect Category Data Transfer Learning Algorithm using Regularization Discrimination	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
Content-Aware Human Mobility Pattern Extraction	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
Big Multimodal Data Analysis: Applications	13
Identification of Potential Cooperation Relationships Among Scientists	11
Call for Special Issue Papers: Levering Emerging Technologies in Supply Chain Management	10
A Robust Learning Algorithm Based on Particle Swarm Optimization for Pi-Sigma Artificial Neural Networks	10
Acknowledgment of Reviewers 2022	10
Agricultural Disaster Risk Management and Capability Assessment Using Big Data Analytics	10
Service Level Agreement Monitoring as a Service: An Independent Monitoring Service for Service Level Agreements in Clouds	10

Gaussian Adapted Markov Model with Overhauled Fluctuation Analysis-Based Big Data Streaming Model in Cloud	10
Big Data Assurance: An Approach Based on Service-Level Agreements	10
Analysis of Driving Fatigue Characteristics in Cold and Hypoxia Environment of High-Altitude Areas	9
An Unsupervised Feature Extraction Approach Based on Self-Expression	9
Kriging, Polynomial Chaos Expansion, and Low-Rank Approximations in Material Science and Big Data Analytics	9
Raw Electroencephalogram-Based Cognitive Workload Classification Using Directed and Nondirected Functional Connectivity Analysis and Deep Learning	9
Long- and Short-Term Memory Model of Cotton Price Index Volatility Risk Based on Explainable Artificial Intelligence	9
Equity as a Guiding Principle for the Public Health Data System	9
Classifying of VN-Index Bullishness by Bayesian Inference	8
Acknowledgment of Reviewers 2021	8
iELMNet: Integrating Novel Improved Extreme Learning Machine and Convolutional Neural Network Model for Traffic Sign Detection	8
Predicting Sociodemographic Attributes from Mobile Usage Patterns: Applications and Privacy Implications	8
Balancing Protection and Quality in Big Data Analytics Pipelines	7
Hybrid Generalized Regularized Extreme Learning Machine Through Gradient-Based Optimizer Model for Self-Cleansing Nondeposition with Clean Bed Mode of Sediment Transport	7
Call for Special Issue Papers: Big Scientific Data and Machine Learning in Science and Engineering	7
Preserving Health Care Data Security and Privacy Using Carmichael's Theorem-Based Homomorphic Encryption and Modified Enhanced Homomorphic Encryption Schemes in Edge Computing Systems	7
Pneumonia Detection Using Enhanced Convolutional Neural Network Model on Chest X-Ray Images	6
Attribute-Based Adaptive Homomorphic Encryption for Big Data Security	6
A MapReduce-Based Approach for Fast Connected Components Detection from Large-Scale Networks	6
Cloud-Based Advanced Shuffled Frog Leaping Algorithm for Tasks Scheduling	6
Applications of Bayesian Neural Networks in Outlier Detection	6
Multilevel Attention Networks and Policy Reinforcement Learning for Image Caption Generation	6
Vertical and Horizontal Water Penetration Velocity Modeling in Nonhomogenous Soil Using Fast Multi-Output Relevance Vector Regression	5
Call for Special Issue Papers: Deep Learning Assisted Big Data Analytics for Biomedical Applications and Digital Healthcare	5
Preemptive Epidemic Information Transmission Model Using Nonreplication Edge Node Connectivity in Health Care Networks	5
Introduction to the Special Issue on Big Data and the Internet of Things in Complex Information Systems	5
Acknowledgment of Reviewers 2023	5
A Long Short-Term Memory Network Stock Price Prediction with Leading Indicators	5
Spatial-Frequency Attention Network for Crowd Counting	5
Predicting Social Events with Multimodal Fusion of Spatial and Temporal Dynamic Graph Representations	5
Call for Special Issue Papers: Levering Emerging Technologies in Supply Chain Management	5
Dual-Path Graph Neural Network with Adaptive Auxiliary Module for Link Prediction	5
Dual Position Relationship Transformer for Image Captioning	5
Anomaly Detection in Automatic Meter Intelligence System Using Positive Unlabeled Learning and Multiple Symbolic Aggregate Approximation	4
Optimization of Imbalanced and Multidimensional Learning Under Bayes Minimum Risk and Savings Measure	4
Consumer Segmentation Based on Location and Timing Dimensions Using Big Data from Business-to-Customer Retailing Marketplaces	4
Big Data Confidentiality: An Approach Toward Corporate Compliance Using a Rule-Based System	4
Big Data Applications in Guangzhou Restaurants Analysis	3
Detecting Unbiased Associations in Large Data Sets	3
Call for Special Issue Papers: Cloud Computing and Big Data for Cognitive IoT	3
Bayesian Method for Water Quality Emergency Monitoring in Environmental Pollution Accident Disposal	3
An Efficient, Ensemble-Based Classification Framework for Big Medical Data	3
Evolution Process and Simulation of Advanced Equipment Manufacturing Innovation Network Based on Intelligent System	3
Call for Special Issue Papers: Cloud Computing and Big Data for Cognitive IoT	3
Improved Semantic Image Inpainting Method with Deep Convolution Generative Adversarial Networks	3
Predicting Churn in Online Games by Quantifying Diversity of Engagement	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
Structured Verification of Machine Learning Models in Industrial Settings	3
The Issues of Interoperability and Data Connectedness for Public Health	3

A Reinforcement Learning-Based Framework for Crowdsourcing in Massive Health Care Internet of Things	3
Big Data–Artificial Intelligence Fusion Technology in Education in the Context of the New Crown Epidemic	3
Memetic Spider Monkey Optimization for Spam Review Detection Problem	3
Siamese-Based Architecture for Cross-Lingual Plagiarism Detection in English–Hindi Language Pairs	3
Enhancing Real-Time Patient Monitoring in Intensive Care Units with Deep Learning and the Internet of Things	3
A Hybrid Seasonal Autoregressive Integrated Moving Average and Denoising Autoencoder Model for Atmospheric Temperature Profile Prediction	3
Demonstrating Equity Through the Convening of Expert Panels	3
gtfs2net: Extraction of General Transit Feed Specification Data Sets to Abstract Networks and Their Analysis	2
Impact of Centrality Measures on the Common Neighbors in Link Prediction for Multiplex Networks	2
Call for Special Issue Papers: Big Data Analytics in Industrial Intelligence	2
Optimizing Multilayer Networks Through Time-Dependent Decision-Making: A Comparative Study	2
Cloud Resource Scheduling Using Multi-Strategy Fused Honey Badger Algorithm	2
IDLIQ: An Incremental Deterministic Finite Automaton Learning Algorithm Through Inverse Queries for Regular Grammar Inference	2
The Pearls and Perils of Google Trends: A Housing Market Application	2
Charting an Equity-Centered Public Health Data System	2
Prescreening and Triage of COVID-19 Patients Through Chest X-Ray Images Using Deep Learning Model	2
Surface Reconstruction Pattern Recognition Technology Based on Scattered Point Cloud Data	2
The Impact of Cloaking Digital Footprints on User Privacy and Personalization	2
Technology and Data Implications for the Public Health Workforce	2
Big Data-Driven Futuristic Fabric System in Societal Digital Transformation	2
Maximizing Influence in Social Networks Using Combined Local Features and Deep Learning-Based Node Embedding	2
Opinion Evolution with Information Quality of Public Person and Mass Acceptance Threshold	2
Enhanced Neural Network-Based Univariate Time-Series Forecasting Model for Big Data	2
An Improved Dual-Channel Deep Q-Network Model for Tourism Recommendation	2
Explaining Predictive Model Performance: An Experimental Study of Data Preparation and Model Choice	2
Small Files Problem Resolution via Hierarchical Clustering Algorithm	2
An Intelligent Channel Estimation Algorithm Based on Extended Model for 5G-V2X	2
Computational Efficient Approximations of the Concordance Probability in a Big Data Setting	2
Research on Sports Injury Rehabilitation Detection Based on IoT Models for Digital Health Care	2
Extended Kalman Filter-Based Power Line Interference Canceller for Electrocardiogram Signal	2