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 2020-11-01 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
Information Needs Mining of COVID-19 in Chinese Online Health Communities	25
Bi-Level Prediction Model for Screening COVID-19 Patients Using Chest X-Ray Images	25
“Brains” for Robots: Application of the Mivar Expert Systems for Implementation of Autonomous Intelligent Robots	23

Flexible Subspace Clustering: A Joint Feature Selection and K-Means Clustering Framework	21
Wetland identification through remote sensing: Insights into wetness, greenness, turbidity, temperature, and changing landscapes	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
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
Real-Time Traffic Speed Estimation for Smart Cities with Spatial Temporal Data: A Gated Graph Attention Network Approach	10
Federated Geo-Distributed Clouds: Optimizing Resource Allocation Based on Request Type Using Autonomous and Multi-objective Resource Sharing Model	9
Intelligent Narrative Summaries: From Indicative to Informative Summarization	9
An Efficient Blockchain Consensus Algorithm Based on Post-Quantum Threshold Signature	9
Enhancing Precision Medicine: A Big Data-Driven Approach for the Management of Genomic Data	9
A Service Sustainable Live Migration Strategy for Multiple Virtual Machines in Cloud Data Centers	8
Feature Ranking Importance from Multimodal Radiomic Texture Features using Machine Learning Paradigm: A Biomarker to Predict the Lung Cancer	8
ViewSeeker: An Interactive View Recommendation Framework	8
Two-Stage Cooperative/Non-Cooperative Game DEA Model with Decision Preference: A Case of Chinese Industrial System	8
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	7
Investigating Automatic Parameter Tuning for SQL-on-Hadoop Systems	7
SA2-MCD: Secured Architecture for Allocation of Virtual Machine in Multitenant Cloud Databases	7
Ontology-Mediated SPARQL Query Answering over Knowledge Graphs	7
Scaling the Growing Neural Gas for Visual Cluster Analysis	7
WISE: Workload-Aware Partitioning for RDF Systems	7
The Use of Smart Home Speakers by the Elderly: Exploratory Analyses and Potential for Big Data	7
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	6
Cross-Industry Process Standardization for Text Analytics	6

Fine-Grained Evaluation of Knowledge Graph Embedding Model in Knowledge Enhancement Downstream Tasks	6
Crop monitoring using remote sensing land use and land change data: Comparative analysis of deep learning methods using pre-trained CNN models	6
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
A Facial Expression Recognition Approach for Social IoT Frameworks	6
Comparative Study of Layout Analysis of Tabulated Historical Documents	6
ExplorerTree: A Focus+Context Exploration Approach for 2D Embeddings	6
Botnet DGA Domain Name Classification Using Transformer Network with Hybrid Embedding	6
Visual Exploration of Anomalies in Cyclic Time Series Data with Matrix and Glyph Representations	6
Few-Shot Relation Extraction Towards Special Interests	5
An Intelligent Government Complaint Prediction Approach	5
Scalable and Flexible Two-Phase Ensemble Algorithms for Causality Discovery	5
Performance Benchmarking of Parallel Hyperparameter Tuning for Deep Learning Based Tornado Predictions	5
Contextualized Fairness for Recommender Systems in Premium Scenarios	5
Visual Analytics of Trajectories with RoseTrajVis	5
What Is a Multi-Modal Knowledge Graph: A Survey	5
Satellite IoT Based Road Extraction from VHR Images Through Superpixel-CNN Architecture	5
JECI++: A Modified Joint Knowledge Graph Embedding Model for Concepts and Instances	5
Search History Visualization for Collaborative Web Searching	5
Proof-of-Activity Consensus Algorithm Based on K-Medoids Clustering	4
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	4
PXDedup: Deduplicating Massive Visually Identical JPEG Image Data	4
Core dataset extraction from unlabeled medical big data for lesion localization	4
Survey on Learnable Databases: A Machine Learning Perspective	4
Incorporating Phase-Encoded Spectrum Masking into Speaker-Independent Monaural Source Separation	4
Hierarchical Multiresolution Representation of Streaming Time Series	4
A Full-Sample Clustering Model Considering Whole Process Optimization of Data	4
Neural Topic Modeling with Deep Mutual Information Estimation	4
Visual Exploratory Data Analysis for Copy Number Variation Studies in Biomedical Research	4
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	4
Meta-Learning Based Dynamic Adaptive Relation Learning for Few-Shot Knowledge Graph Completion	3
A Novel Big Data Approach for Record and Represent Compliance in the Covid-19 Era	3
Improving Diagnosis Estimation by Considering the Periodic Span of the Life Cycle Based on Personal Health Data	3
MLPQ: A Dataset for Path Question Answering over Multilingual Knowledge Graphs	3
Fine Clustering Analysis of Internet Financial Credit Investigation Based on Big Data	3
An Analytic Graph Data Model and Query Language for Exploring the Evolution of Science	3
Iterative Visual Relationship Detection via Commonsense Knowledge Graph	3
ComBI: Compressed Binary Search Tree for Approximate k-NN Searches in Hamming Space	3
Spatiotemporal Prediction Based on Feature Classification for Multivariate Floating-Point Time Series Lossy Compression	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
Chlorophyll-a concentration variations in Bohai sea: Impacts of environmental complexity and human activities based on remote sensing technologies	3
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	3
Embedding Semantic Anchors to Guide Topic Models on Short Text Corpora	3
A Multi-View Filter for Relation-Free Knowledge Graph Completion	3
A Parallel Fusion Graph Convolutional Network for Aspect-Level Sentiment Analysis	3
Graph Waves	3
Evaluating Different Selection Criteria for Phase Type Survival Tree Construction	3
Remote sensing-enhanced transfer learning approach for agricultural damage and change detection: A deep learning perspective	3
Multi-Temperate Logical Data Warehouse Design for Large-Scale Healthcare Data	3