OOIR: Observatory of International Research

Papers

(The TQCC of Big Data Research is 10. 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 2020-11-01 to 2024-11-01.)

Article	Citations
SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation	111
Deep Learning-Based Weather Prediction: A Survey	100
A Framework for Pandemic Prediction Using Big Data Analytics	73
NGCU: A New RNN Model for Time-Series Data Prediction	71
Data Science Methodologies: Current Challenges and Future Approaches	57
Richpedia: A Large-Scale, Comprehensive Multi-Modal Knowledge Graph	54
DIGITNET: A Deep Handwritten Digit Detection and Recognition Method Using a New Historical Handwritten Digit Dataset	52
Setting Privacy “by Default” in Social IoT: Theorizing the Challenges and Directions in Big Data Research	43
A Security Management Framework for Big Data in Smart Healthcare	42
Towards Efficient Energy Utilization Using Big Data Analytics in Smart Cities for Electricity Theft Detection	41
Time-Series Graph Network for Sea Surface Temperature Prediction	40
A Decision-Level Fusion Method for COVID-19 Patient Health Prediction	39
Smart Pharmaceutical Manufacturing: Ensuring End-to-End Traceability and Data Integrity in Medicine Production	38
Big Data Analytics and Visualization in Traffic Monitoring	37
Educational Big Data: Predictions, Applications and Challenges	37
Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion Detection	35
Predicting Household Electric Power Consumption Using Multi-step Time Series with Convolutional LSTM	31
Big Data in Forecasting Research: A Literature Review	29
Theodolite: Scalability Benchmarking of Distributed Stream Processing Engines in Microservice Architectures	28
CardioNet: An Efficient ECG Arrhythmia Classification System Using Transfer Learning	27
Cost Optimization for Big Data Workloads Based on Dynamic Scheduling and Cluster-Size Tuning	27
Downsampling for Binary Classification with a Highly Imbalanced Dataset Using Active Learning	26
Bi-Level Prediction Model for Screening COVID-19 Patients Using Chest X-Ray Images	25
Information Needs Mining of COVID-19 in Chinese Online Health Communities	25
“Brains” for Robots: Application of the Mivar Expert Systems for Implementation of Autonomous Intelligent Robots	23

Wetland identification through remote sensing: Insights into wetness, greenness, turbidity, temperature, and changing landscapes	21
Flexible Subspace Clustering: A Joint Feature Selection and K-Means Clustering Framework	21
Social Media Data and Users' Preferences: A Statistical Analysis to Support Marketing Communication	19
FDN-learning: Urban PM2.5-concentration Spatial Correlation Prediction Model Based on Fusion Deep Neural Network	18
A Big Data Analytics Architecture for Smart Cities and Smart Companies	18
Using Big Data to Improve Safety Performance: An Application of Process Mining to Enhance Data Visualisation	18
Tracing the Pace of COVID-19 Research: Topic Modeling and Evolution	18
Exploiting Renewable Energy and UPS Systems to Reduce Power Consumption in Data Centers	17
Linked Open Government Data to Predict and Explain House Prices: The Case of Scottish Statistics Portal	16
A Data-Driven Method for Hybrid Data Assimilation with Multilayer Perceptron	15
A Semantic Approach for Big Data Exploration in Industry 4.0	15
A Large Comparison of Normalization Methods on Time Series	15
Regularized Least Squares Twin SVM for Multiclass Classification	13
Agreeing to Disagree: Choosing Among Eight Topic-Modeling Methods	13
Building and Operating a Large-Scale Enterprise Data Analytics Platform	12
Integrating Models and Fusing Data in a Deep Ensemble Learning Method for Predicting Epidemic Diseases Outbreak	12
Route Search and Planning: A Survey	12
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	12
Using Network Analysis and Machine Learning to Identify Virus Spread Trends in COVID-19	11
Study on Landscape Architecture Model Design Based on Big Data Intelligence	11
Dependency Visualization in Data Stream Profiling	11
Knowledge Graph-Based Spatial-Aware User Community Preference Query Algorithm for LBSNs	11
Image Classification Approach Using Machine Learning and an Industrial Hadoop Based Data Pipeline	11
Real-Time Traffic Speed Estimation for Smart Cities with Spatial Temporal Data: A Gated Graph Attention Network Approach	10
The Forgotten Document-Oriented Database Management Systems: An Overview and Benchmark of Native XML DODBMSes in Comparison with JSON DODBMSes	10
Properties and Performance of the ABCDe Random Graph Model with Community Structure	10
A Survey on Data-driven Performance Tuning for Big Data Analytics Platforms	10
Data Price Determinants Based on a Hedonic Pricing Model	10
Epidemic Spreading in Trajectory Networks	10
Data Stream Classification Based on Extreme Learning Machine: A Review	10
Risk Prediction of Renal Failure for Chronic Disease Population Based on Electronic Health Record Big Data	10
CSIP: Enhanced Link Prediction with Context of Social Influence Propagation	10
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	10