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

Article	Citations
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	133
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	88
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	80
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	72
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	69
Improved Tesseract optical character recognition performance on Thai document datasets	66
Data Stream Classification Based on Extreme Learning Machine: A Review	56
Deep attention dynamic representation learning networks for recommender system review modeling	54
A multiscale electricity theft detection model based on feature engineering	53
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	48
Development of an integrated data system for regional tourism analysis in Italy: A microdata perspective	47
Big Data in organizations: Exploring the adoption of Big Data applications and their impact on organizations in China and the Netherlands	33
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	27
Towards Efficient Energy Utilization Using Big Data Analytics in Smart Cities for Electricity Theft Detection	25
Hourglass pattern matching for deep aware neural network text recommendation model	25
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	23
Visual Analytics of Trajectories with RoseTrajVis	22
Editorial Board	21
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	20
Complex data in tourism analysis: A stochastic approach to price competition	19
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	18
Editorial Board	16
Big Data in Forecasting Research: A Literature Review	16
A novel approach for job matching and skill recommendation using transformers and the O*NET database	16
A Multi-View Filter for Relation-Free Knowledge Graph Completion	16

A Novel Big Data Approach for Record and Represent Compliance in the Covid-19 Era	16
A Segmented PageRank-Based Value Compensation Method for Personal Data in Alliance Blockchains	15
Investigating Influence of Google-Play Application Titles on Success	14
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	13
Visual Exploratory Data Analysis for Copy Number Variation Studies in Biomedical Research	11
Meta-Learning Based Dynamic Adaptive Relation Learning for Few-Shot Knowledge Graph Completion	11
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	10
Distributed Heterogeneous Transfer Learning	10
What Is a Multi-Modal Knowledge Graph: A Survey	10
Deep semantics-preserving cross-modal hashing	10
Epidemic Spreading in Trajectory Networks	9
A Facial Expression Recognition Approach for Social IoT Frameworks	9
A novel study of kernel graph regularized semi-non-negative matrix factorization with orthogonal subspace for clustering	9
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	9
BETM: A new pre-trained BERT-guided embedding-based topic model	9
Editorial Board	9
Editorial Board	9
Correcting inconsistencies in knowledge graphs with correlated knowledge	9
MLPQ: A Dataset for Path Question Answering over Multilingual Knowledge Graphs	8
Adaptive spectral GNN and frequency enhanced self-attention for traffic forecasting	8
Intelligent geological interpretation of AMT data based on machine learning	8
Machine Learning for Tsunami Waves Forecasting Using Regression Trees	8
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	7
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	7
ImDMI: Improved Distributed M-Invariance model to achieve privacy continuous big data publishing using Apache Spark	7
Real-Time Traffic Speed Estimation for Smart Cities with Spatial Temporal Data: A Gated Graph Attention Network Approach	6
Integrating Models and Fusing Data in a Deep Ensemble Learning Method for Predicting Epidemic Diseases Outbreak	6
Editorial Board	6
A Twig-Based Algorithm for Top-k Subgraph Matching in Large-Scale Graph Data	6
Compression of big data collected in wind farm based on tensor train decomposition	6
Correlation Expert Tuning System for Performance Acceleration	6
A Full-Sample Clustering Model Considering Whole Process Optimization of Data	6
Deep Learning Techniques for Enhanced Mangrove Land use and Land change from Remote Sensing Imagery: A Blue Carbon Perspective	5
Heterogeneous Graph Convolutional Network Based on Correlation Matrix	5
The Predictability of Stock Price: Empirical Study on Tick Data in Chinese Stock Market	5
Big Data Analytics and Visualization in Traffic Monitoring	5
Downsampling for Binary Classification with a Highly Imbalanced Dataset Using Active Learning	4
Special Issue on Real-Time Intelligent Systems	4
Exogenous variable driven cotton prices prediction: comparison of statistical model with sequence based deep learning models	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
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
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
A dual algorithmic approach to deal with multiclass imbalanced classification problems	4
Editorial Board	4
Faster Multidimensional Data Queries on Infrastructure Monitoring Systems	3
Scheduling critical periodic jobs with selective partial computations along with gang jobs	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
NoSQL data warehouse optimizing models: A comparative study of column-oriented approaches	3
Modeling meaningful volatility events to classify monetary policy announcements	3
Neural Topic Modeling with Deep Mutual Information Estimation	3
Settlement patterns, official statistics and geo-economic dynamics: Evidence from a LADISC approach to Italy	3
Accelerating Columnar Storage Based on Asynchronous Skipping Strategy	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 Large Comparison of Normalization Methods on Time Series	3
Airspace situation analysis of terminal area traffic flow prediction based on big data and machine learning methods	3
Chlorophyll-a concentration variations in Bohai sea: Impacts of environmental complexity and human activities based on remote sensing technologies	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
Explainable malware detection through integrated graph reduction and learning techniques	3
Predicting option prices: From the Black-Scholes model to machine learning methods	3
Graph Waves	3
Bipartite graph partitioning and spatial bootstrapping methods: A case study of innovative startups	2
Parallel Framework for Memory-Efficient Computation of Image Descriptors for Megapixel Images	2
NGCU: A New RNN Model for Time-Series Data Prediction	2
TE-PADN: A poisoning attack defense model based on temporal margin samples	2
Editorial Board	2
PATH: A discrete-sequence dataset for evaluating online unsupervised anomaly detection approaches for multivariate time series	2
SD-SLAM: A semantic SLAM approach for dynamic scenes based on LiDAR point clouds	2
Editorial Board	2
An Integration visual navigation algorithm for urban air mobility	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
Tangible progress: Employing visual metaphors and physical interfaces in AI-based English language learning	2
Women in life sciences firms: Gender diversity and roles indicator from data integration	2
Scholar's Career Switch from Academia to Industry: Mining and Analysis from AMiner	2
Classifier-Based Nonuniform Time Slicing Method for Local Community Evolution Analysis	2
Efficiently Mining Colocation Patterns for Range Query	2
Efficient training: Federated learning cost analysis	2
Crop monitoring using remote sensing land use and land change data: Comparative analysis of deep learning methods using pre-trained CNN models	2