OOIR: Observatory of International Research

Papers

(The median citation count of Big Data Research 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 2021-12-01 to 2025-12-01.)

Article	Citations
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	129
Improved Tesseract optical character recognition performance on Thai document datasets	86
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	75
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	68
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	67
Data Stream Classification Based on Extreme Learning Machine: A Review	64
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	56
Deep attention dynamic representation learning networks for recommender system review modeling	54
A multiscale electricity theft detection model based on feature engineering	53
Development of an integrated data system for regional tourism analysis in Italy: A microdata perspective	47
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	47
Hourglass pattern matching for deep aware neural network text recommendation model	32
Big Data in organizations: Exploring the adoption of Big Data applications and their impact on organizations in China and the Netherlands	25
Visual Analytics of Trajectories with RoseTrajVis	25
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	24
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	23
Towards Efficient Energy Utilization Using Big Data Analytics in Smart Cities for Electricity Theft Detection	20
Complex data in tourism analysis: A stochastic approach to price competition	19
Editorial Board	18
Unleashing the Power of Digital Twin and Big Data as a New Frontier for Smart Mobility: An Ecosystem Perspective	17
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	17
Big Data in Forecasting Research: A Literature Review	16
Editorial Board	16
A Multi-View Filter for Relation-Free Knowledge Graph Completion	16
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	16

A Novel Big Data Approach for Record and Represent Compliance in the Covid-19 Era	15
A novel approach for job matching and skill recommendation using transformers and the O*NET database	15
A Segmented PageRank-Based Value Compensation Method for Personal Data in Alliance Blockchains	14
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	12
Visual Exploratory Data Analysis for Copy Number Variation Studies in Biomedical Research	10
What Is a Multi-Modal Knowledge Graph: A Survey	10
Meta-Learning Based Dynamic Adaptive Relation Learning for Few-Shot Knowledge Graph Completion	10
Deep semantics-preserving cross-modal hashing	10
Investigating Influence of Google-Play Application Titles on Success	10
BETM: A new pre-trained BERT-guided embedding-based topic model	9
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	9
A Facial Expression Recognition Approach for Social IoT Frameworks	9
Techniques for interactive visual examination of vessel performance	9
Editorial Board	9
Correcting inconsistencies in knowledge graphs with correlated knowledge	9
Distributed Heterogeneous Transfer Learning	9
A novel study of kernel graph regularized semi-non-negative matrix factorization with orthogonal subspace for clustering	9
Editorial Board	8
Intelligent geological interpretation of AMT data based on machine learning	8
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	8
Epidemic Spreading in Trajectory Networks	8
MLPQ: A Dataset for Path Question Answering over Multilingual Knowledge Graphs	8
ImDMI: Improved Distributed M-Invariance model to achieve privacy continuous big data publishing using Apache Spark	7
Machine Learning for Tsunami Waves Forecasting Using Regression Trees	7
Adaptive spectral GNN and frequency enhanced self-attention for traffic forecasting	7
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	6
A Full-Sample Clustering Model Considering Whole Process Optimization of Data	6
Integrating Models and Fusing Data in a Deep Ensemble Learning Method for Predicting Epidemic Diseases Outbreak	6
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	6
A Twig-Based Algorithm for Top-k Subgraph Matching in Large-Scale Graph Data	6
Editorial Board	6
Correlation Expert Tuning System for Performance Acceleration	6
The Predictability of Stock Price: Empirical Study on Tick Data in Chinese Stock Market	5
Real-Time Traffic Speed Estimation for Smart Cities with Spatial Temporal Data: A Gated Graph Attention Network Approach	5
Heterogeneous Graph Convolutional Network Based on Correlation Matrix	5
Compression of big data collected in wind farm based on tensor train decomposition	5
Deep Learning Techniques for Enhanced Mangrove Land use and Land change from Remote Sensing Imagery: A Blue Carbon Perspective	4
Scalable Diversified Top-k Pattern Matching in Big Graphs	4
Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion Detection	4
Explanation-Guided Adversarial Example Attacks	4
Evolving Dynamic Bayesian Networks by an Analytical Threshold for Dealing with Data Imputation in Time Series Dataset	4
Unmasking hate in the pandemic: A cross-platform study of the COVID-19 infodemic	4
Big Data Analytics and Visualization in Traffic Monitoring	4
Editorial Board	4
Downsampling for Binary Classification with a Highly Imbalanced Dataset Using Active Learning	4
E-word of mouth in sales volume forecasting: Toyota Camry case study	3
Chlorophyll-a concentration variations in Bohai sea: Impacts of environmental complexity and human activities based on remote sensing technologies	3
NoSQL data warehouse optimizing models: A comparative study of column-oriented approaches	3
Study on the Temporal and Spatial Evolution Characteristics of Chinese Public's Cognition and Attitude to “Double Reduction” Policy Based on Big Data	3
Editorial Board	3

Exogenous variable driven cotton prices prediction: comparison of statistical model with sequence based deep learning models	3
The influence of China's exchange rate market on the Belt and Road trade market: Based on temporal two-layer networks	3
Accelerating Columnar Storage Based on Asynchronous Skipping Strategy	3
Explainable malware detection through integrated graph reduction and learning techniques	3
Neural Topic Modeling with Deep Mutual Information Estimation	3
A Large Comparison of Normalization Methods on Time Series	3
Remote sensing-enhanced transfer learning approach for agricultural damage and change detection: A deep learning perspective	3
Special Issue on Real-Time Intelligent Systems	3
Scheduling critical periodic jobs with selective partial computations along with gang jobs	3
Faster Multidimensional Data Queries on Infrastructure Monitoring Systems	3
Settlement patterns, official statistics and geo-economic dynamics: Evidence from a LADISC approach to Italy	3
Data-Efficient Performance Modeling for Configurable Big Data Frameworks by Reducing Information Overlap Between Training Examples	3
An Embedding Model for Knowledge Graph Completion Based on Graph Sub-Hop Convolutional Network	3
A dual algorithmic approach to deal with multiclass imbalanced classification problems	3
Modeling meaningful volatility events to classify monetary policy announcements	2
Efficiently Mining Colocation Patterns for Range Query	2
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]	2
TE-PADN: A poisoning attack defense model based on temporal margin samples	2
Airspace situation analysis of terminal area traffic flow prediction based on big data and machine learning methods	2
PATH: A discrete-sequence dataset for evaluating online unsupervised anomaly detection approaches for multivariate time series	2
An Integration visual navigation algorithm for urban air mobility	2
Predicting option prices: From the Black-Scholes model to machine learning methods	2
Graph Waves	2
NGCU: A New RNN Model for Time-Series Data Prediction	2
Tangible progress: Employing visual metaphors and physical interfaces in AI-based English language learning	2