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 2021-08-01 to 2025-08-01.)

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	86
Design of Fatigue Driving Behavior Detection Based on Circle Hough Transform	52
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	48
A Data-Driven Analysis Method for the Trajectory of Power Carbon Emission in the Urban Area	47
RST-DE: Rough Sets-Based New Differential Evolution Algorithm for Scalable Big Data Feature Selection in Distributed Computing Platforms	35
General Paradigm of Edge-Based Internet of Things Data Mining for Geohazard Prevention	29
Hybrid Deep Learning Approach for Traffic Speed Prediction	28
Automated Natural Language Processing-Based Supplier Discovery for Financial Services	26
A Review of Anonymization for Healthcare Data	25
Sharing Medical Big Data While Preserving Patient Confidentiality in Innovative Medicines Initiative: A Summary and Case Report from BigData@Heart	25
An Autoregressive-Based Kalman Filter Approach for Daily PM_2.5 Concentration Forecasting in Beijing, China	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
Call for Special Issue Papers: Big Data-Driven Futuristic Fabric System in Societal Digital Transformation	20
Hyperparameter Optimization for Transfer Learning of VGG16 for Disease Identification in Corn Leaves Using Bayesian Optimization	19
Prognostic Modeling for Liver Cirrhosis Mortality Prediction and Real-Time Health Monitoring from Electronic Health Data	18
Content-Aware Human Mobility Pattern Extraction	17
Importance of Community Engagement in Data Decision Making	17
Big Multimodal Data Analysis: Applications	15
Identification of Potential Cooperation Relationships Among Scientists	14
Acknowledgment of Reviewers 2022	13
Agricultural Disaster Risk Management and Capability Assessment Using Big Data Analytics	13
Gaussian Adapted Markov Model with Overhauled Fluctuation Analysis-Based Big Data Streaming Model in Cloud	13
Call for Special Issue Papers: Levering Emerging Technologies in Supply Chain Management	11
Equity as a Guiding Principle for the Public Health Data System	10

An Unsupervised Feature Extraction Approach Based on Self-Expression	10
Big Data Assurance: An Approach Based on Service-Level Agreements	10
An Ensemble-Based Scalable Approach for Intrusion Detection Using Big Data Framework	10
Service Level Agreement Monitoring as a Service: An Independent Monitoring Service for Service Level Agreements in Clouds	10
A Robust Learning Algorithm Based on Particle Swarm Optimization for Pi-Sigma Artificial Neural Networks	10
Raw Electroencephalogram-Based Cognitive Workload Classification Using Directed and Nondirected Functional Connectivity Analysis and Deep Learning	9
Classifying of VN-Index Bullishness by Bayesian Inference	9
iELMNet: Integrating Novel Improved Extreme Learning Machine and Convolutional Neural Network Model for Traffic Sign Detection	9
Kriging, Polynomial Chaos Expansion, and Low-Rank Approximations in Material Science and Big Data Analytics	9
Analysis of Driving Fatigue Characteristics in Cold and Hypoxia Environment of High-Altitude Areas	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	9
Advanced Deep Learning for Resource Allocation and Security Aware Data Offloading in Industrial Mobile Edge Computing	8
Call for Special Issue Papers: Big Scientific Data and Machine Learning in Science and Engineering	8
Hybrid Generalized Regularized Extreme Learning Machine Through Gradient-Based Optimizer Model for Self-Cleansing Nondeposition with Clean Bed Mode of Sediment Transport	8
Acknowledgment of Reviewers 2021	8
A MapReduce-Based Approach for Fast Connected Components Detection from Large-Scale Networks	7
Applications of Bayesian Neural Networks in Outlier Detection	7
Balancing Protection and Quality in Big Data Analytics Pipelines	7
Multilevel Attention Networks and Policy Reinforcement Learning for Image Caption Generation	6
Acknowledgment of Reviewers 2023	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
Cloud-Based Advanced Shuffled Frog Leaping Algorithm for Tasks Scheduling	6
Vertical and Horizontal Water Penetration Velocity Modeling in Nonhomogenous Soil Using Fast Multi-Output Relevance Vector Regression	6
Attribute-Based Adaptive Homomorphic Encryption for Big Data Security	6
Pneumonia Detection Using Enhanced Convolutional Neural Network Model on Chest X-Ray Images	6
Preemptive Epidemic Information Transmission Model Using Nonreplication Edge Node Connectivity in Health Care Networks	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
Introduction to the Special Issue on Big Data and the Internet of Things in Complex Information Systems	5
A Long Short-Term Memory Network Stock Price Prediction with Leading Indicators	5
Spatial-Frequency Attention Network for Crowd Counting	5
Call for Special Issue Papers: Big Scientific Data and Machine Learning in Science and Engineering	5
Call for Special Issue Papers: Deep Learning Assisted Big Data Analytics for Biomedical Applications and Digital Healthcare	5
Call for Special Issue Papers: Levering Emerging Technologies in Supply Chain Management	4
Optimization of Imbalanced and Multidimensional Learning Under Bayes Minimum Risk and Savings Measure	4
Dual Position Relationship Transformer for Image Captioning	4
An Efficient, Ensemble-Based Classification Framework for Big Medical Data	4
Big Data Confidentiality: An Approach Toward Corporate Compliance Using a Rule-Based System	4
Evolution Process and Simulation of Advanced Equipment Manufacturing Innovation Network Based on Intelligent System	3
Structured Verification of Machine Learning Models in Industrial Settings	3
Siamese-Based Architecture for Cross-Lingual Plagiarism Detection in English–Hindi Language Pairs	3
An Empirical Evaluation of Network Representation Learning Methods	3
Big Data Applications in Guangzhou Restaurants Analysis	3
Improved Semantic Image Inpainting Method with Deep Convolution Generative Adversarial Networks	3
Internet of Things-Based Optimized Routing and Big Data Gathering System for Landslide Detection	3
Residual-Based Graph Convolutional Network for Emotion Recognition in Conversation for Smart Internet of Things	3
A Hybrid Seasonal Autoregressive Integrated Moving Average and Denoising Autoencoder Model for Atmospheric Temperature Profile Prediction	3
Anomaly Detection in Automatic Meter Intelligence System Using Positive Unlabeled Learning and Multiple Symbolic Aggregate Approximation	3

Prediction and Big Data Impact Analysis of Telecom Churn by Backpropagation Neural Network Algorithm from the Perspective of Business Model	3
The Issues of Interoperability and Data Connectedness for Public Health	3
Call for Special Issue Papers: Cloud Computing and Big Data for Cognitive IoT	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
Enhancing Real-Time Patient Monitoring in Intensive Care Units with Deep Learning and the Internet of Things	3
Bayesian Method for Water Quality Emergency Monitoring in Environmental Pollution Accident Disposal	3
Consumer Segmentation Based on Location and Timing Dimensions Using Big Data from Business-to-Customer Retailing Marketplaces	3
Demonstrating Equity Through the Convening of Expert Panels	3
A Reinforcement Learning-Based Framework for Crowdsourcing in Massive Health Care Internet of Things	3
Detecting Unbiased Associations in Large Data Sets	3
Predicting Churn in Online Games by Quantifying Diversity of Engagement	3
An Improved Dual-Channel Deep Q-Network Model for Tourism Recommendation	2
The Impact of Cloaking Digital Footprints on User Privacy and Personalization	2
Call for Special Issue Papers: Cloud Computing and Big Data for Cognitive IoT	2
Cloud Resource Scheduling Using Multi-Strategy Fused Honey Badger Algorithm	2
Explaining Predictive Model Performance: An Experimental Study of Data Preparation and Model Choice	2
Call for Special Issue Papers: Big Data Analytics in Industrial Intelligence	2
Extended Kalman Filter-Based Power Line Interference Canceller for Electrocardiogram Signal	2
Impact of Centrality Measures on the Common Neighbors in Link Prediction for Multiplex Networks	2
Optimizing Multilayer Networks Through Time-Dependent Decision-Making: A Comparative Study	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
Opinion Evolution with Information Quality of Public Person and Mass Acceptance Threshold	2
Surface Reconstruction Pattern Recognition Technology Based on Scattered Point Cloud Data	2
Prescreening and Triage of COVID-19 Patients Through Chest X-Ray Images Using Deep Learning Model	2
Small Files Problem Resolution via Hierarchical Clustering Algorithm	2
IDLIQ: An Incremental Deterministic Finite Automaton Learning Algorithm Through Inverse Queries for Regular Grammar Inference	2
Maximizing Influence in Social Networks Using Combined Local Features and Deep Learning-Based Node Embedding	2
Technology and Data Implications for the Public Health Workforce	2
Big Data-Driven Futuristic Fabric System in Societal Digital Transformation	2
gtfs2net: Extraction of General Transit Feed Specification Data Sets to Abstract Networks and Their Analysis	2
Research on Sports Injury Rehabilitation Detection Based on IoT Models for Digital Health Care	2
Charting an Equity-Centered Public Health Data System	2