OOIR: Observatory of International Research

Papers

(The median citation count of Big Data Research 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 2020-04-01 to 2024-04-01.)

Article	Citations
SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation	93
Deep Learning-Based Weather Prediction: A Survey	75
A Framework for Pandemic Prediction Using Big Data Analytics	64
NGCU: A New RNN Model for Time-Series Data Prediction	54
Data Science Methodologies: Current Challenges and Future Approaches	47
DIGITNET: A Deep Handwritten Digit Detection and Recognition Method Using a New Historical Handwritten Digit Dataset	44
Richpedia: A Large-Scale, Comprehensive Multi-Modal Knowledge Graph	43
Setting Privacy “by Default” in Social IoT: Theorizing the Challenges and Directions in Big Data Research	40
Data-Driven Computational Social Science: A Survey	39
A Decision-Level Fusion Method for COVID-19 Patient Health Prediction	37
A Security Management Framework for Big Data in Smart Healthcare	37
Smart Pharmaceutical Manufacturing: Ensuring End-to-End Traceability and Data Integrity in Medicine Production	36
Educational Big Data: Predictions, Applications and Challenges	35
Towards Efficient Energy Utilization Using Big Data Analytics in Smart Cities for Electricity Theft Detection	34
Big Data Analytics and Visualization in Traffic Monitoring	28
Time-Series Graph Network for Sea Surface Temperature Prediction	26
Cost Optimization for Big Data Workloads Based on Dynamic Scheduling and Cluster-Size Tuning	26
Bi-Level Prediction Model for Screening COVID-19 Patients Using Chest X-Ray Images	25
CardioNet: An Efficient ECG Arrhythmia Classification System Using Transfer Learning	24
Information Needs Mining of COVID-19 in Chinese Online Health Communities	22
Theodolite: Scalability Benchmarking of Distributed Stream Processing Engines in Microservice Architectures	22
Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion Detection	19
Big Data in Forecasting Research: A Literature Review	17
Tracing the Pace of COVID-19 Research: Topic Modeling and Evolution	17
FDN-learning: Urban PM2.5-concentration Spatial Correlation Prediction Model Based on Fusion Deep Neural Network	17

Flexible Subspace Clustering: A Joint Feature Selection and K-Means Clustering Framework	17
Predicting Household Electric Power Consumption Using Multi-step Time Series with Convolutional LSTM	16
Social Media Data and Users' Preferences: A Statistical Analysis to Support Marketing Communication	16
Downsampling for Binary Classification with a Highly Imbalanced Dataset Using Active Learning	16
A Big Data Analytics Architecture for Smart Cities and Smart Companies	15
“Brains” for Robots: Application of the Mivar Expert Systems for Implementation of Autonomous Intelligent Robots	14
Using Big Data to Improve Safety Performance: An Application of Process Mining to Enhance Data Visualisation	14
A Semantic Approach for Big Data Exploration in Industry 4.0	13
Linked Open Government Data to Predict and Explain House Prices: The Case of Scottish Statistics Portal	13
Exploiting Renewable Energy and UPS Systems to Reduce Power Consumption in Data Centers	13
A Data-Driven Method for Hybrid Data Assimilation with Multilayer Perceptron	12
Study on Landscape Architecture Model Design Based on Big Data Intelligence	11
Regularized Least Squares Twin SVM for Multiclass Classification	11
Building and Operating a Large-Scale Enterprise Data Analytics Platform	11
Anytime Frequent Itemset Mining of Transactional Data Streams	10
Route Search and Planning: A Survey	10
Image Classification Approach Using Machine Learning and an Industrial Hadoop Based Data Pipeline	10
Dependency Visualization in Data Stream Profiling	10
Epidemic Spreading in Trajectory Networks	10
Data Price Determinants Based on a Hedonic Pricing Model	9
CSIP: Enhanced Link Prediction with Context of Social Influence Propagation	9
Real-Time Traffic Speed Estimation for Smart Cities with Spatial Temporal Data: A Gated Graph Attention Network Approach	9
Agreeing to Disagree: Choosing Among Eight Topic-Modeling Methods	9
A Survey on Data-driven Performance Tuning for Big Data Analytics Platforms	9
Integrating Models and Fusing Data in a Deep Ensemble Learning Method for Predicting Epidemic Diseases Outbreak	9
Risk Prediction of Renal Failure for Chronic Disease Population Based on Electronic Health Record Big Data	8
Using Network Analysis and Machine Learning to Identify Virus Spread Trends in COVID-19	8
An Efficient Blockchain Consensus Algorithm Based on Post-Quantum Threshold Signature	7
Scaling the Growing Neural Gas for Visual Cluster Analysis	7
Intelligent Narrative Summaries: From Indicative to Informative Summarization	7
Ontology-Mediated SPARQL Query Answering over Knowledge Graphs	7
Investigating Automatic Parameter Tuning for SQL-on-Hadoop Systems	7
The Forgotten Document-Oriented Database Management Systems: An Overview and Benchmark of Native XML DODBMSes in Comparison with JSON DODBMSes	7
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	7
Knowledge Graph-Based Spatial-Aware User Community Preference Query Algorithm for LBSNs	7
Two-Stage Cooperative/Non-Cooperative Game DEA Model with Decision Preference: A Case of Chinese Industrial System	7
A Framework for Evaluating Personalized Ranking Systems by Fusing Different Evaluation Measures	6
A Big Data-Driven Hybrid Solution to the Indoor-Outdoor Detection Problem	6
Properties and Performance of the ABCDe Random Graph Model with Community Structure	6
Federated Geo-Distributed Clouds: Optimizing Resource Allocation Based on Request Type Using Autonomous and Multi-objective Resource Sharing Model	6
The Use of Smart Home Speakers by the Elderly: Exploratory Analyses and Potential for Big Data	6
Data Stream Classification Based on Extreme Learning Machine: A Review	6
Comparative Study of Layout Analysis of Tabulated Historical Documents	6
Fine-Grained Evaluation of Knowledge Graph Embedding Model in Knowledge Enhancement Downstream Tasks	6
ExplorerTree: A Focus+Context Exploration Approach for 2D Embeddings	5
Contextualized Fairness for Recommender Systems in Premium Scenarios	5
Search History Visualization for Collaborative Web Searching	5
Wetland identification through remote sensing: Insights into wetness, greenness, turbidity, temperature, and changing landscapes	5
Cross-Industry Process Standardization for Text Analytics	5
Enhancing Precision Medicine: A Big Data-Driven Approach for the Management of Genomic Data	5

Scalable and Flexible Two-Phase Ensemble Algorithms for Causality Discovery	5
A Facial Expression Recognition Approach for Social IoT Frameworks	5
A New Hybrid Model of Fuzzy Time Series and Genetic Algorithm Based Machine Learning Algorithm: A Case Study of Forecasting Prices of Nine Types of Major Cryptocurrencies	5
WISE: Workload-Aware Partitioning for RDF Systems	5
Feature Ranking Importance from Multimodal Radiomic Texture Features using Machine Learning Paradigm: A Biomarker to Predict the Lung Cancer	5
SA2-MCD: Secured Architecture for Allocation of Virtual Machine in Multitenant Cloud Databases	5
Few-Shot Relation Extraction Towards Special Interests	5
Spatiotemporal Prediction Based on Feature Classification for Multivariate Floating-Point Time Series Lossy Compression	4
A Full-Sample Clustering Model Considering Whole Process Optimization of Data	4
Proof-of-Activity Consensus Algorithm Based on K-Medoids Clustering	4
Incorporating Phase-Encoded Spectrum Masking into Speaker-Independent Monaural Source Separation	4
A Parallel Fusion Graph Convolutional Network for Aspect-Level Sentiment Analysis	4
Core dataset extraction from unlabeled medical big data for lesion localization	4
ViewSeeker: An Interactive View Recommendation Framework	4
Visual Exploratory Data Analysis for Copy Number Variation Studies in Biomedical Research	4
An Intelligent Government Complaint Prediction Approach	4
Performance Benchmarking of Parallel Hyperparameter Tuning for Deep Learning Based Tornado Predictions	4
Visual Exploration of Anomalies in Cyclic Time Series Data with Matrix and Glyph Representations	4
ComBI: Compressed Binary Search Tree for Approximate k-NN Searches in Hamming Space	3
Improving Diagnosis Estimation by Considering the Periodic Span of the Life Cycle Based on Personal Health Data	3
JECI++: A Modified Joint Knowledge Graph Embedding Model for Concepts and Instances	3
Survey on Learnable Databases: A Machine Learning Perspective	3
Neural Topic Modeling with Deep Mutual Information Estimation	3
Botnet DGA Domain Name Classification Using Transformer Network with Hybrid Embedding	3
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	3
Efficiently Mining Colocation Patterns for Range Query	3
Hierarchical Multiresolution Representation of Streaming Time Series	3
Editorial to the Special Issue on Big Data in Industrial and Commercial Applications	3
Unsupervised Denoising Feature Learning for Classification of Corrupted Images	3
Visual Analytics of Trajectories with RoseTrajVis	3
A Service Sustainable Live Migration Strategy for Multiple Virtual Machines in Cloud Data Centers	3
What Is a Multi-Modal Knowledge Graph: A Survey	3
PXDedup: Deduplicating Massive Visually Identical JPEG Image Data	3
A Novel Big Data Approach for Record and Represent Compliance in the Covid-19 Era	3
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	3
LSDDL: Layer-Wise Sparsification for Distributed Deep Learning	3
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	3
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	3
Multi-Temperate Logical Data Warehouse Design for Large-Scale Healthcare Data	3