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 2022-08-01 to 2026-08-01.)

Article	Citations
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	128
Improved Tesseract optical character recognition performance on Thai document datasets	117
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	103
DEDSTA – An algorithm of density estimation for data streams with trend	86
MomentMamba: Efficient collaborative state space modeling for joint video moment retrieval and highlight detection	82
Enhancing shared bicycle management with artificial intelligence: Identifying parking aggregation areas and analyzing demand patterns	45
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	31
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	30
MIND: A metadata-driven INgestion design pattern for efficient data ingestion	26
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	26
Data Stream Classification Based on Extreme Learning Machine: A Review	25
A multiscale electricity theft detection model based on feature engineering	25
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	22
An integrating multi-scale and multi-deep architectures for facial expression recognition system to predict mental health status	22
Deep attention dynamic representation learning networks for recommender system review modeling	21
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	18
Big Data in organizations: Exploring the adoption of Big Data applications and their impact on organizations in China and the Netherlands	18
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	18
Hourglass pattern matching for deep aware neural network text recommendation model	18
Development of an integrated data system for regional tourism analysis in Italy: A microdata perspective	18
Heterogeneous Graph-based Risk Assessment for Internet Financial Companies with Company Big Data	15
Optimizing decision support systems with adaptive column-family schema design in NoSQL data warehouses	13
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	12
Towards cross-lingual entity alignment with refined attribute and description features	12
Unleashing the power of digital twin and big data as a new frontier for smart mobility: An ecosystem perspective	12

Complex data in tourism analysis: A stochastic approach to price competition	12
Editorial Board	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
Editorial Board	10
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
A Segmented PageRank-Based Value Compensation Method for Personal Data in Alliance Blockchains	10
An attention-augmented RBF-based inversed transformer architecture for robust stock price forecasting	9
Investigating Influence of Google-Play Application Titles on Success	9
Meta-Learning Based Dynamic Adaptive Relation Learning for Few-Shot Knowledge Graph Completion	9
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	9
Editorial Board	8
A novel study of kernel graph regularized semi-non-negative matrix factorization with orthogonal subspace for clustering	8
Distributed Heterogeneous Transfer Learning	7
Techniques for interactive visual examination of vessel performance	7
A Facial Expression Recognition Approach for Social IoT Frameworks	7
What Is a Multi-Modal Knowledge Graph: A Survey	7
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	7
Deep semantics-preserving cross-modal hashing	7
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	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
ImDMI: Improved Distributed M-Invariance model to achieve privacy continuous big data publishing using Apache Spark	6
Correcting inconsistencies in knowledge graphs with correlated knowledge	6
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	6
Intelligent geological interpretation of AMT data based on machine learning	6
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	6
BETM: A new pre-trained BERT-guided embedding-based topic model	6
Editorial Board	6
Efficient time series forecasting with gated attention and patched data: A transformer-based approach	6
Machine Learning for Tsunami Waves Forecasting Using Regression Trees	6
Heterogeneous Graph Convolutional Network Based on Correlation Matrix	5
A Twig-Based Algorithm for Top-k Subgraph Matching in Large-Scale Graph Data	5
Deep Learning Techniques for Enhanced Mangrove Land use and Land change from Remote Sensing Imagery: A Blue Carbon Perspective	5
The Predictability of Stock Price: Empirical Study on Tick Data in Chinese Stock Market	5
Compression of big data collected in wind farm based on tensor train decomposition	5
Mitigating skill measurement bias in occupational systems: An encoder-Decoder framework cooperated with income prediction	5
Correlation Expert Tuning System for Performance Acceleration	5
Editorial Board	5
VertexLocater: PIM-enabled dynamic offloading for graph computing	4
Unmasking hate in the pandemic: A cross-platform study of the COVID-19 infodemic	4
Integration of dimensionality reduction and metaheuristic optimization for spatiotemporal clustering of transit stops using ticketing data	4
Scalable Diversified Top-k Pattern Matching in Big Graphs	4
Explanation-Guided Adversarial Example Attacks	4
Editorial Board	4
Understanding the real impact of multiple popularity biases in recommender systems	4
Editorial Board	4
The influence of China's exchange rate market on the Belt and Road trade market: Based on temporal two-layer networks	4
Evaluating Standard Feature Sets Towards Increased Generalisability and Explainability of ML-Based Network Intrusion Detection	4

An Embedding Model for Knowledge Graph Completion Based on Graph Sub-Hop Convolutional Network	3
Dynamics-informed model for spatiotemporal forecasting of influenza cases	3
E-word of mouth in sales volume forecasting: Toyota Camry case study	3
Generative Pre-trained Transformer-3 based feature extraction and classification using hybrid GRU-SGO for telecom service recommendation system	3
A dual algorithmic approach to deal with multiclass imbalanced classification problems	3
Asymmetric deviation entropy regularization for semi-supervised fuzzy C-means clustering and its fast Algorithm	3
Knowledge-fusion data augmentation for cigarette time series anomalies	3
Scheduling critical periodic jobs with selective partial computations along with gang jobs	3
Data-Efficient Performance Modeling for Configurable Big Data Frameworks by Reducing Information Overlap Between Training Examples	3
Special Issue on Real-Time Intelligent Systems	3
Remote sensing-enhanced transfer learning approach for agricultural damage and change detection: A deep learning perspective	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
Exogenous variable driven cotton prices prediction: comparison of statistical model with sequence based deep learning models	3
Modeling meaningful volatility events to classify monetary policy announcements	2
Hybrid quantum GAN- integrated synthetic data generation with privacy-embedded attention framework for financial forecasting and risk analysis	2
Efficiently Mining Colocation Patterns for Range Query	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
NoSQL data warehouse optimizing models: A comparative study of column-oriented approaches	2
Location data privacy protection for the logistics order data publishing in intelligent logistics big data platform	2
Predicting option prices: From the Black-Scholes model to machine learning methods	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
Realistic image-to-image machine unlearning via decoupling and knowledge retention	2
Settlement patterns, official statistics and geo-economic dynamics: Evidence from a LADISC approach to Italy	2
A Large Comparison of Normalization Methods on Time Series	2
Graph Waves	2
TE-PADN: A poisoning attack defense model based on temporal margin samples	2
Editorial Board	2
Airspace situation analysis of terminal area traffic flow prediction based on big data and machine learning methods	2
Neural Topic Modeling with Deep Mutual Information Estimation	2
Explainable malware detection through integrated graph reduction and learning techniques	2