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 2022-05-01 to 2026-05-01.)

Article	Citations
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	115
Data Stream Classification Based on Extreme Learning Machine: A Review	100
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	86
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	80
MIND: A metadata-driven INgestion design pattern for efficient data ingestion	76
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	53
Improved Tesseract optical character recognition performance on Thai document datasets	39
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	29
Deep attention dynamic representation learning networks for recommender system review modeling	26
A multiscale electricity theft detection model based on feature engineering	25
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	24
An integrating multi-scale and multi-deep architectures for facial expression recognition system to predict mental health status	24
Hourglass pattern matching for deep aware neural network text recommendation model	23
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	22
Big Data in organizations: Exploring the adoption of Big Data applications and their impact on organizations in China and the Netherlands	20
Editorial Board	18
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	18
Development of an integrated data system for regional tourism analysis in Italy: A microdata perspective	18
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	16
Unleashing the power of digital twin and big data as a new frontier for smart mobility: An ecosystem perspective	16
Complex data in tourism analysis: A stochastic approach to price competition	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	15
A Multi-View Filter for Relation-Free Knowledge Graph Completion	13
Editorial Board	12
A Segmented PageRank-Based Value Compensation Method for Personal Data in Alliance Blockchains	11

A novel approach for job matching and skill recommendation using transformers and the O*NET database	11
Meta-Learning Based Dynamic Adaptive Relation Learning for Few-Shot Knowledge Graph Completion	11
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	10
A novel study of kernel graph regularized semi-non-negative matrix factorization with orthogonal subspace for clustering	10
Deep semantics-preserving cross-modal hashing	10
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	10
Editorial Board	10
Investigating Influence of Google-Play Application Titles on Success	10
A Facial Expression Recognition Approach for Social IoT Frameworks	9
Techniques for interactive visual examination of vessel performance	9
Distributed Heterogeneous Transfer Learning	9
What Is a Multi-Modal Knowledge Graph: A Survey	8
BETM: A new pre-trained BERT-guided embedding-based topic model	8
Editorial Board	8
Correcting inconsistencies in knowledge graphs with correlated knowledge	8
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	7
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	7
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
Intelligent geological interpretation of AMT data based on machine learning	7
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	6
Editorial Board	6
Efficient time series forecasting with gated attention and patched data: A transformer-based approach	6
A Twig-Based Algorithm for Top-k Subgraph Matching in Large-Scale Graph Data	6
Adaptive spectral GNN and frequency enhanced self-attention for traffic forecasting	6
MLPQ: A Dataset for Path Question Answering over Multilingual Knowledge Graphs	6
Heterogeneous Graph Convolutional Network Based on Correlation Matrix	5
A Full-Sample Clustering Model Considering Whole Process Optimization of Data	5
Compression of big data collected in wind farm based on tensor train decomposition	5
Correlation Expert Tuning System for Performance Acceleration	5
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
Editorial Board	4
Downsampling for Binary Classification with a Highly Imbalanced Dataset Using Active Learning	4
Editorial Board	4
Explanation-Guided Adversarial Example Attacks	4
Unmasking hate in the pandemic: A cross-platform study of the COVID-19 infodemic	4
A dual algorithmic approach to deal with multiclass imbalanced classification problems	4
The influence of China's exchange rate market on the Belt and Road trade market: Based on temporal two-layer networks	4
Scalable Diversified Top-k Pattern Matching in Big Graphs	4
Mitigating skill measurement bias in occupational systems: An encoder-Decoder framework cooperated with income prediction	4
Evolving Dynamic Bayesian Networks by an Analytical Threshold for Dealing with Data Imputation in Time Series Dataset	4
VertexLocater: PIM-enabled dynamic offloading for graph computing	4
Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion Detection	4
Special Issue on Real-Time Intelligent Systems	4
Deep Learning Techniques for Enhanced Mangrove Land use and Land change from Remote Sensing Imagery: A Blue Carbon Perspective	4
Editorial Board	4
An Embedding Model for Knowledge Graph Completion Based on Graph Sub-Hop Convolutional Network	3
Accelerating Columnar Storage Based on Asynchronous Skipping Strategy	3
Chlorophyll-a concentration variations in Bohai sea: Impacts of environmental complexity and human activities based on remote sensing technologies	3

Settlement patterns, official statistics and geo-economic dynamics: Evidence from a LADISC approach to Italy	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
Remote sensing-enhanced transfer learning approach for agricultural damage and change detection: A deep learning perspective	3
E-word of mouth in sales volume forecasting: Toyota Camry case study	3
Data-Efficient Performance Modeling for Configurable Big Data Frameworks by Reducing Information Overlap Between Training Examples	3
NoSQL data warehouse optimizing models: A comparative study of column-oriented approaches	3
Exogenous variable driven cotton prices prediction: comparison of statistical model with sequence based deep learning models	3
Asymmetric deviation entropy regularization for semi-supervised fuzzy C-means clustering and its fast Algorithm	3
Scheduling critical periodic jobs with selective partial computations along with gang jobs	3
Neural Topic Modeling with Deep Mutual Information Estimation	3
Explainable malware detection through integrated graph reduction and learning techniques	3
A Large Comparison of Normalization Methods on Time Series	2
Meteorological and satellite remote sensing-driven machine learning-based approach for large-scale winter oilseed rape prediction and inversion	2
Realistic image-to-image machine unlearning via decoupling and knowledge retention	2
TE-PADN: A poisoning attack defense model based on temporal margin samples	2
PATH: A discrete-sequence dataset for evaluating online unsupervised anomaly detection approaches for multivariate time series	2
Tangible progress: Employing visual metaphors and physical interfaces in AI-based English language learning	2
Modeling meaningful volatility events to classify monetary policy announcements	2
Technology topic identification and trend prediction of new energy vehicle based on knowledge graph	2
Predicting option prices: From the Black-Scholes model to machine learning methods	2
Editorial Board	2
An Integration visual navigation algorithm for urban air mobility	2
Crop monitoring using remote sensing land use and land change data: Comparative analysis of deep learning methods using pre-trained CNN models	2
Classifier-Based Nonuniform Time Slicing Method for Local Community Evolution Analysis	2
Graph Waves	2
Airspace situation analysis of terminal area traffic flow prediction based on big data and machine learning methods	2
Efficiently Mining Colocation Patterns for Range Query	2
Opinion fraud detection on massive datasets by spark	2
Efficient training: Federated learning cost analysis	2