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 2022-06-01 to 2026-06-01.)

Article	Citations
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	120
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	105
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	92
Data Stream Classification Based on Extreme Learning Machine: A Review	82
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	77
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	42
MIND: A metadata-driven INgestion design pattern for efficient data ingestion	29
Improved Tesseract optical character recognition performance on Thai document datasets	26
DEDSTA – An Algorithm of Density Estimation for Data Streams with Trend	26
A multiscale electricity theft detection model based on feature engineering	24
An integrating multi-scale and multi-deep architectures for facial expression recognition system to predict mental health status	24
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	24
Deep attention dynamic representation learning networks for recommender system review modeling	21
Hourglass pattern matching for deep aware neural network text recommendation model	20
Big Data in organizations: Exploring the adoption of Big Data applications and their impact on organizations in China and the Netherlands	18
Development of an integrated data system for regional tourism analysis in Italy: A microdata perspective	18
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	17
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	17
Heterogeneous Graph-based Risk Assessment for Internet Financial Companies with Company Big Data	16
Editorial Board	15
Unleashing the power of digital twin and big data as a new frontier for smart mobility: An ecosystem perspective	14
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	13
Complex data in tourism analysis: A stochastic approach to price competition	12
Supervised Attention Multi-Scale Temporal Convolutional Network for Profit Prediction Utilizing a Financial Accounting Information System	11
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	11

Towards cross-lingual entity alignment with refined attribute and description features	11
A novel approach for job matching and skill recommendation using transformers and the O*NET database	10
A Multi-View Filter for Relation-Free Knowledge Graph Completion	10
Investigating Influence of Google-Play Application Titles on Success	10
A Segmented PageRank-Based Value Compensation Method for Personal Data in Alliance Blockchains	10
Meta-Learning Based Dynamic Adaptive Relation Learning for Few-Shot Knowledge Graph Completion	10
Editorial Board	10
Distributed Heterogeneous Transfer Learning	9
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	9
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	9
A novel study of kernel graph regularized semi-non-negative matrix factorization with orthogonal subspace for clustering	8
Editorial Board	8
Techniques for interactive visual examination of vessel performance	7
What Is a Multi-Modal Knowledge Graph: A Survey	7
Deep semantics-preserving cross-modal hashing	7
A Facial Expression Recognition Approach for Social IoT Frameworks	7
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	6
Editorial Board	6
Machine Learning for Tsunami Waves Forecasting Using Regression Trees	6
BETM: A new pre-trained BERT-guided embedding-based topic model	6
Intelligent geological interpretation of AMT data based on machine learning	6
Adaptive spectral GNN and frequency enhanced self-attention for traffic forecasting	6
Correcting inconsistencies in knowledge graphs with correlated knowledge	6
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	6
ImDMI: Improved Distributed M-Invariance model to achieve privacy continuous big data publishing using Apache Spark	6
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	5
MLPQ: A Dataset for Path Question Answering over Multilingual Knowledge Graphs	5
Efficient time series forecasting with gated attention and patched data: A transformer-based approach	5
Mitigating skill measurement bias in occupational systems: An encoder-Decoder framework cooperated with income prediction	4
Correlation Expert Tuning System for Performance Acceleration	4
Editorial Board	4
VertexLocater: PIM-enabled dynamic offloading for graph computing	4
Scalable Diversified Top-k Pattern Matching in Big Graphs	4
A dual algorithmic approach to deal with multiclass imbalanced classification problems	4
Compression of big data collected in wind farm based on tensor train decomposition	4
The Predictability of Stock Price: Empirical Study on Tick Data in Chinese Stock Market	4
Deep Learning Techniques for Enhanced Mangrove Land use and Land change from Remote Sensing Imagery: A Blue Carbon Perspective	4
Unmasking hate in the pandemic: A cross-platform study of the COVID-19 infodemic	4
Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion Detection	4
Editorial Board	4
A Twig-Based Algorithm for Top-k Subgraph Matching in Large-Scale Graph Data	4
Heterogeneous Graph Convolutional Network Based on Correlation Matrix	4
Explanation-Guided Adversarial Example Attacks	4
Editorial Board	4
Special Issue on Real-Time Intelligent Systems	4
The influence of China's exchange rate market on the Belt and Road trade market: Based on temporal two-layer networks	4
Remote sensing-enhanced transfer learning approach for agricultural damage and change detection: A deep learning perspective	3
Asymmetric deviation entropy regularization for semi-supervised fuzzy C-means clustering and its fast Algorithm	3
Neural Topic Modeling with Deep Mutual Information Estimation	3
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
Scheduling critical periodic jobs with selective partial computations along with gang jobs	3
Exogenous variable driven cotton prices prediction: comparison of statistical model with sequence based deep learning models	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
Opinion fraud detection on massive datasets by spark	2
Predicting option prices: From the Black-Scholes model to machine learning methods	2
TE-PADN: A poisoning attack defense model based on temporal margin samples	2
A Large Comparison of Normalization Methods on Time Series	2
Classifier-Based Nonuniform Time Slicing Method for Local Community Evolution Analysis	2
Study on the Temporal and Spatial Evolution Characteristics of Chinese Public's Cognition and Attitude to “Double Reduction” Policy Based on Big Data	2
Realistic image-to-image machine unlearning via decoupling and knowledge retention	2
Tangible progress: Employing visual metaphors and physical interfaces in AI-based English language learning	2
Efficient training: Federated learning cost analysis	2
Graph Waves	2
Editorial Board	2
Airspace situation analysis of terminal area traffic flow prediction based on big data and machine learning methods	2
Settlement patterns, official statistics and geo-economic dynamics: Evidence from a LADISC approach to Italy	2
Dynamic Fusion Method of Multi-source Sensor Data Based on Improved RBF Network Algorithm	2
An Integration visual navigation algorithm for urban air mobility	2
Modeling meaningful volatility events to classify monetary policy announcements	2
PATH: A discrete-sequence dataset for evaluating online unsupervised anomaly detection approaches for multivariate time series	2
Explainable malware detection through integrated graph reduction and learning techniques	2
NoSQL data warehouse optimizing models: A comparative study of column-oriented approaches	2
Efficiently Mining Colocation Patterns for Range Query	2