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 2021-05-01 to 2025-05-01.)

Article	Citations
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	96
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	81
Improved Tesseract optical character recognition performance on Thai document datasets	64
Data Stream Classification Based on Extreme Learning Machine: A Review	52
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	51
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	51
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	51
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	50
A multiscale electricity theft detection model based on feature engineering	50
Deep attention dynamic representation learning networks for recommender system review modeling	50
Visual Analytics of Trajectories with RoseTrajVis	49
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	49
Big Data in organizations: Exploring the adoption of Big Data applications and their impact on organizations in China and the Netherlands	46
Performance Benchmarking of Parallel Hyperparameter Tuning for Deep Learning Based Tornado Predictions	45
A Framework for Pandemic Prediction Using Big Data Analytics	41
Image Classification Approach Using Machine Learning and an Industrial Hadoop Based Data Pipeline	41
Hourglass pattern matching for deep aware neural network text recommendation model	38
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	37
Towards Efficient Energy Utilization Using Big Data Analytics in Smart Cities for Electricity Theft Detection	31
Complex data in tourism analysis: A stochastic approach to price competition	31
Editorial Board	29
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	28
A Multi-View Filter for Relation-Free Knowledge Graph Completion	27
Spatio-Temporal Characteristics of Influenza Burden and Its Influence Factors in Japan in the Past Three Decades: An Influenza Disease Burden Data-Based Modeling Study	25
A Novel Big Data Approach for Record and Represent Compliance in the Covid-19 Era	25

Dependency Visualization in Data Stream Profiling	23
Editorial Board	22
Big Data in Forecasting Research: A Literature Review	21
A Segmented PageRank-Based Value Compensation Method for Personal Data in Alliance Blockchains	21
Meta-Learning Based Dynamic Adaptive Relation Learning for Few-Shot Knowledge Graph Completion	20
A novel approach for job matching and skill recommendation using transformers and the O*NET database	20
Visual Exploratory Data Analysis for Copy Number Variation Studies in Biomedical Research	19
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	19
Investigating Influence of Google-Play Application Titles on Success	17
Federated Geo-Distributed Clouds: Optimizing Resource Allocation Based on Request Type Using Autonomous and Multi-objective Resource Sharing Model	17
Theodolite: Scalability Benchmarking of Distributed Stream Processing Engines in Microservice Architectures	16
Few-Shot Relation Extraction Towards Special Interests	16
Deep semantics-preserving cross-modal hashing	15
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	14
Distributed Heterogeneous Transfer Learning	14
Visual Exploration of Anomalies in Cyclic Time Series Data with Matrix and Glyph Representations	14
Retrofitting Soft Rules for Knowledge Representation Learning	14
A Facial Expression Recognition Approach for Social IoT Frameworks	14
What Is a Multi-Modal Knowledge Graph: A Survey	13
Route Search and Planning: A Survey	13
Correcting inconsistencies in knowledge graphs with correlated knowledge	12
Epidemic Spreading in Trajectory Networks	12
An Efficient Algorithm for Spatio-Textual Object Cluster Join	12
Editorial Board	12
ViewSeeker: An Interactive View Recommendation Framework	12
A novel study of kernel graph regularized semi-non-negative matrix factorization with orthogonal subspace for clustering	12
LSDDL: Layer-Wise Sparsification for Distributed Deep Learning	11
Cost Optimization for Big Data Workloads Based on Dynamic Scheduling and Cluster-Size Tuning	11
Scalable and Flexible Two-Phase Ensemble Algorithms for Causality Discovery	11
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	11
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	10
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	10
Intelligent geological interpretation of AMT data based on machine learning	10
ImDMI: Improved Distributed M-Invariance model to achieve privacy continuous big data publishing using Apache Spark	9
CardioNet: An Efficient ECG Arrhythmia Classification System Using Transfer Learning	9
A Twig-Based Algorithm for Top-k Subgraph Matching in Large-Scale Graph Data	8
Machine Learning for Tsunami Waves Forecasting Using Regression Trees	8
Correlation Expert Tuning System for Performance Acceleration	8
Data Science Methodologies: Current Challenges and Future Approaches	8
A Full-Sample Clustering Model Considering Whole Process Optimization of Data	8
MLPQ: A Dataset for Path Question Answering over Multilingual Knowledge Graphs	8
Big Data Analytics and Visualization in Traffic Monitoring	7
Real-Time Traffic Speed Estimation for Smart Cities with Spatial Temporal Data: A Gated Graph Attention Network Approach	7
Hierarchical Multiresolution Representation of Streaming Time Series	7
Evolving Dynamic Bayesian Networks by an Analytical Threshold for Dealing with Data Imputation in Time Series Dataset	7
Editorial Board	7
FDN-learning: Urban PM2.5-concentration Spatial Correlation Prediction Model Based on Fusion Deep Neural Network	7
Deep Learning Techniques for Enhanced Mangrove Land use and Land change from Remote Sensing Imagery: A Blue Carbon Perspective	7
Heterogeneous Graph Convolutional Network Based on Correlation Matrix	7
Integrating Models and Fusing Data in a Deep Ensemble Learning Method for Predicting Epidemic Diseases Outbreak	7

The Predictability of Stock Price: Empirical Study on Tick Data in Chinese Stock Market	7
Unmasking hate in the pandemic: A cross-platform study of the COVID-19 infodemic	6
A dual algorithmic approach to deal with multiclass imbalanced classification problems	6
Editorial Board	6
On Divide&Conquer in Image Processing of Data Monster	6
Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion Detection	6
Explanation-Guided Adversarial Example Attacks	6
Analytical Confidence Intervals for the Number of Different Objects in Data Streams	6
Editorial Board	6
An Embedding Model for Knowledge Graph Completion Based on Graph Sub-Hop Convolutional Network	6
Scalable Diversified Top-k Pattern Matching in Big Graphs	6
Downsampling for Binary Classification with a Highly Imbalanced Dataset Using Active Learning	6
Special Issue on Real-Time Intelligent Systems	6
Multi-Temperate Logical Data Warehouse Design for Large-Scale Healthcare Data	6
Remote sensing-enhanced transfer learning approach for agricultural damage and change detection: A deep learning perspective	5
Scheduling critical periodic jobs with selective partial computations along with gang jobs	5
Tracing the Pace of COVID-19 Research: Topic Modeling and Evolution	5
Accelerating Columnar Storage Based on Asynchronous Skipping Strategy	5
Babel: A Generic Benchmarking Platform for Big Data Architectures	5
A Big Data Analytics Architecture for Smart Cities and Smart Companies	5
Chlorophyll-a concentration variations in Bohai sea: Impacts of environmental complexity and human activities based on remote sensing technologies	5
Faster Multidimensional Data Queries on Infrastructure Monitoring Systems	5
Educational Big Data: Predictions, Applications and Challenges	5
CSIP: Enhanced Link Prediction with Context of Social Influence Propagation	5
NoSQL data warehouse optimizing models: A comparative study of column-oriented approaches	4
Data-Efficient Performance Modeling for Configurable Big Data Frameworks by Reducing Information Overlap Between Training Examples	4
Editorial to the Special Issue on Big Data in Industrial and Commercial Applications	4
Settlement patterns, Official statistics and geo-economic dynamics: Evidence from a LADISC approach to Italy	4
Study on the Temporal and Spatial Evolution Characteristics of Chinese Public's Cognition and Attitude to “Double Reduction” Policy Based on Big Data	4
A Large Comparison of Normalization Methods on Time Series	4
Neural Topic Modeling with Deep Mutual Information Estimation	4
Intelligent Narrative Summaries: From Indicative to Informative Summarization	3
Using Big Data to Improve Safety Performance: An Application of Process Mining to Enhance Data Visualisation	3
Predicting option prices: From the Black-Scholes model to machine learning methods	3
Efficiently Mining Colocation Patterns for Range Query	3
TE-PADN: A poisoning attack defense model based on temporal margin samples	3
Corrigendum to “High Frequency Analysis of Macro News Releases on the Foreign Exchange Market: A Survey of Literature” [Big Data Res. 2 (1) (2015) 33–48]	3
Graph Waves	3
Enhancing Precision Medicine: A Big Data-Driven Approach for the Management of Genomic Data	3
Scaling the Growing Neural Gas for Visual Cluster Analysis	3
ExplorerTree: A Focus+Context Exploration Approach for 2D Embeddings	3
Editorial Board	3
Airspace situation analysis of terminal area traffic flow prediction based on big data and machine learning methods	3
Editorial Board	3
Modeling meaningful volatility events to classify monetary policy announcements	3
Risk Prediction of Renal Failure for Chronic Disease Population Based on Electronic Health Record Big Data	3
A Semantic Approach for Big Data Exploration in Industry 4.0	3
NGCU: A New RNN Model for Time-Series Data Prediction	3