OOIR: Observatory of International Research

Papers

(The TQCC of Big Data Research is 9. 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 2021-05-01 to 2025-05-01.)

Article	Citations
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	96
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	81
Improved Tesseract optical character recognition performance on Thai document datasets	64
Data Stream Classification Based on Extreme Learning Machine: A Review	52
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	51
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	51
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	51
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	50
A multiscale electricity theft detection model based on feature engineering	50
Deep attention dynamic representation learning networks for recommender system review modeling	50
Visual Analytics of Trajectories with RoseTrajVis	49
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	49
Big Data in organizations: Exploring the adoption of Big Data applications and their impact on organizations in China and the Netherlands	46
Performance Benchmarking of Parallel Hyperparameter Tuning for Deep Learning Based Tornado Predictions	45
A Framework for Pandemic Prediction Using Big Data Analytics	41
Image Classification Approach Using Machine Learning and an Industrial Hadoop Based Data Pipeline	41
Hourglass pattern matching for deep aware neural network text recommendation model	38
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	37
Towards Efficient Energy Utilization Using Big Data Analytics in Smart Cities for Electricity Theft Detection	31
Complex data in tourism analysis: A stochastic approach to price competition	31
Editorial Board	29
Fog-Computing Based Healthcare Framework for Predicting Encephalitis Outbreak	28
A Multi-View Filter for Relation-Free Knowledge Graph Completion	27
A Novel Big Data Approach for Record and Represent Compliance in the Covid-19 Era	25
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	25

Dependency Visualization in Data Stream Profiling	23
Editorial Board	22
A Segmented PageRank-Based Value Compensation Method for Personal Data in Alliance Blockchains	21
Big Data in Forecasting Research: A Literature Review	21
A novel approach for job matching and skill recommendation using transformers and the O*NET database	20
Meta-Learning Based Dynamic Adaptive Relation Learning for Few-Shot Knowledge Graph Completion	20
Visual Exploratory Data Analysis for Copy Number Variation Studies in Biomedical Research	19
Augmented Functional Analysis of Variance (A-fANOVA): Theory and Application to Google Trends for Detecting Differences in Abortion Drugs Queries	19
Federated Geo-Distributed Clouds: Optimizing Resource Allocation Based on Request Type Using Autonomous and Multi-objective Resource Sharing Model	17
Investigating Influence of Google-Play Application Titles on Success	17
Few-Shot Relation Extraction Towards Special Interests	16
Theodolite: Scalability Benchmarking of Distributed Stream Processing Engines in Microservice Architectures	16
Deep semantics-preserving cross-modal hashing	15
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	14
Distributed Heterogeneous Transfer Learning	14
Visual Exploration of Anomalies in Cyclic Time Series Data with Matrix and Glyph Representations	14
Retrofitting Soft Rules for Knowledge Representation Learning	14
A Facial Expression Recognition Approach for Social IoT Frameworks	14
What Is a Multi-Modal Knowledge Graph: A Survey	13
Route Search and Planning: A Survey	13
Correcting inconsistencies in knowledge graphs with correlated knowledge	12
Epidemic Spreading in Trajectory Networks	12
An Efficient Algorithm for Spatio-Textual Object Cluster Join	12
Editorial Board	12
ViewSeeker: An Interactive View Recommendation Framework	12
A novel study of kernel graph regularized semi-non-negative matrix factorization with orthogonal subspace for clustering	12
Cost Optimization for Big Data Workloads Based on Dynamic Scheduling and Cluster-Size Tuning	11
Scalable and Flexible Two-Phase Ensemble Algorithms for Causality Discovery	11
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	11
LSDDL: Layer-Wise Sparsification for Distributed Deep Learning	11
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	10
Intelligent geological interpretation of AMT data based on machine learning	10
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	10
CardioNet: An Efficient ECG Arrhythmia Classification System Using Transfer Learning	9
ImDMI: Improved Distributed M-Invariance model to achieve privacy continuous big data publishing using Apache Spark	9