OOIR: Observatory of International Research

Papers

(The median citation count of Big Data Research is 3. 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 2021-04-01 to 2025-04-01.)

Article	Citations
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	79
A big data driven vegetation disease and pest region identification method based on self supervised convolutional neural networks and parallel extreme learning machines	71
Network-Based Trajectory Search over Time Intervals	63
Social Media Data and Users' Preferences: A Statistical Analysis to Support Marketing Communication	52
A Real Time Deep Learning Based Approach for Detecting Network Attacks	50
Theodolite: Scalability Benchmarking of Distributed Stream Processing Engines in Microservice Architectures	49
Force-Directed Timelines: Visualizing & Exploring Temporal Patterns	49
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	49
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	49
Identification of Top-K Influencers Based on Upper Confidence Bound and Local Structure	47
On Divide&Conquer in Image Processing of Data Monster	47
Properties and Performance of the ABCDe Random Graph Model with Community Structure	46
Editorial Board	44
Editorial Board	43
Editorial Board	38
Multi-Temperate Logical Data Warehouse Design for Large-Scale Healthcare Data	38
Virtual Finger-Point Reading Behaviors: A Case Study of Mouse Cursor Movements on a Website	38
Few-Shot Relation Extraction Towards Special Interests	35
Special Issue on Real-Time Intelligent Systems	30
Retrofitting Soft Rules for Knowledge Representation Learning	29
An Analytic Graph Data Model and Query Language for Exploring the Evolution of Science	28
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	27
Data Stream Classification Based on Extreme Learning Machine: A Review	25
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	24
Linked Open Government Data to Predict and Explain House Prices: The Case of Scottish Statistics Portal	21

Deep semantics-preserving cross-modal hashing	21
An Embedding Model for Knowledge Graph Completion Based on Graph Sub-Hop Convolutional Network	21
“Brains” for Robots: Application of the Mivar Expert Systems for Implementation of Autonomous Intelligent Robots	20
Distributed Heterogeneous Transfer Learning	19
Improved Tesseract optical character recognition performance on Thai document datasets	19
Study on Landscape Architecture Model Design Based on Big Data Intelligence	18
A dual algorithmic approach to deal with multiclass imbalanced classification problems	18
Visual Exploration of Anomalies in Cyclic Time Series Data with Matrix and Glyph Representations	17
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	16
Embedding Semantic Anchors to Guide Topic Models on Short Text Corpora	16
Wetland identification through remote sensing: Insights into wetness, greenness, turbidity, temperature, and changing landscapes	16
SD-SLAM: A semantic SLAM approach for dynamic scenes based on LiDAR point clouds	14
A Facial Expression Recognition Approach for Social IoT Frameworks	14
Remote sensing-enhanced transfer learning approach for agricultural damage and change detection: A deep learning perspective	14
What Is a Multi-Modal Knowledge Graph: A Survey	14
Women in Life Sciences Firms: gender diversity and roles indicator from data integration	14
Route Search and Planning: A Survey	13
The Forgotten Document-Oriented Database Management Systems: An Overview and Benchmark of Native XML DODBMSes in Comparison with JSON DODBMSes	12
Educational Big Data: Predictions, Applications and Challenges	12
Fine Clustering Analysis of Internet Financial Credit Investigation Based on Big Data	12
Tree parameter extraction method based on new remote sensing technology and terrestrial laser scanning technology	12
Editorial Board	12
Botnet DGA Domain Name Classification Using Transformer Network with Hybrid Embedding	12
Fine-Grained Evaluation of Knowledge Graph Embedding Model in Knowledge Enhancement Downstream Tasks	11
Graph Spatial-Temporal Transformer Network for Traffic Prediction	11
ViewSeeker: An Interactive View Recommendation Framework	11
Epidemic Spreading in Trajectory Networks	11
Evaluating Different Selection Criteria for Phase Type Survival Tree Construction	11
Accelerating Columnar Storage Based on Asynchronous Skipping Strategy	10
A Service Sustainable Live Migration Strategy for Multiple Virtual Machines in Cloud Data Centers	10
Accelerating Progressive Set Similarity Join with the CPU-GPU Architecture	10
An Efficient Algorithm for Spatio-Textual Object Cluster Join	10
Multi-step trend aware graph neural network for traffic flow forecasting	9
Correcting inconsistencies in knowledge graphs with correlated knowledge	9
Babel: A Generic Benchmarking Platform for Big Data Architectures	8
Scheduling critical periodic jobs with selective partial computations along with gang jobs	8
Parallel Framework for Memory-Efficient Computation of Image Descriptors for Megapixel Images	8
Cost Optimization for Big Data Workloads Based on Dynamic Scheduling and Cluster-Size Tuning	8
Scholar's Career Switch from Academia to Industry: Mining and Analysis from AMiner	8
A Big Data Analytics Architecture for Smart Cities and Smart Companies	8
Editorial Board	7
Tracing the Pace of COVID-19 Research: Topic Modeling and Evolution	7
SA2-MCD: Secured Architecture for Allocation of Virtual Machine in Multitenant Cloud Databases	7
Editorial Board	7
Editorial Board	7
Detecting Seasonal Dependencies in Production Lines for Forecast Optimization	7
Faster Multidimensional Data Queries on Infrastructure Monitoring Systems	7
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	7
Leveraging social computing for epidemic surveillance: A case study	6
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	6

Image Classification Approach Using Machine Learning and an Industrial Hadoop Based Data Pipeline	6
Efficient, Interpretable and Automated Feature Engineering for Bank Data	6
Regularized Least Squares Twin SVM for Multiclass Classification	6
Chlorophyll-a concentration variations in Bohai sea: Impacts of environmental complexity and human activities based on remote sensing technologies	6
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	6
CSIP: Enhanced Link Prediction with Context of Social Influence Propagation	6
Predicting Household Electric Power Consumption Using Multi-step Time Series with Convolutional LSTM	6
OL-HeatMap: Effective Density Visualization of Multiple Overlapping Rectangles	6
A multiscale electricity theft detection model based on feature engineering	6
A Flexible Outlier Detector Based on a Topology Given by Graph Communities	6
Tropical cyclone trajectory based on satellite remote sensing prediction and time attention mechanism ConvLSTM model	5
Performance Benchmarking of Parallel Hyperparameter Tuning for Deep Learning Based Tornado Predictions	5
Big Data in organizations: Exploring the adoption of Big Data applications and their impact on organizations in China and the Netherlands	5
Task-Oriented Collaborative Graph Embedding Using Explicit High-Order Proximity for Recommendation	5
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	5
Proof-of-Activity Consensus Algorithm Based on K-Medoids Clustering	5
Editorial Board	5
Study on the Temporal and Spatial Evolution Characteristics of Chinese Public's Cognition and Attitude to “Double Reduction” Policy Based on Big Data	5
Visual Analytics of Trajectories with RoseTrajVis	5
Unsupervised Denoising Feature Learning for Classification of Corrupted Images	5
LSDDL: Layer-Wise Sparsification for Distributed Deep Learning	5
Has machine paraphrasing skills approached humans? Detecting automatically and manually generated paraphrased cases	5
Data-Efficient Performance Modeling for Configurable Big Data Frameworks by Reducing Information Overlap Between Training Examples	4
CardioNet: An Efficient ECG Arrhythmia Classification System Using Transfer Learning	4
Urban Hierarchical Open-up Schemes Based on Fine Regional Epidemic Data for the Lockdown in COVID-19	4
Incomplete data classification via positive approximation based rough subspaces ensemble	4
Scalable and Flexible Two-Phase Ensemble Algorithms for Causality Discovery	4
Anomaly detection based on system text logs of virtual network functions	4
Towards Efficient Energy Utilization Using Big Data Analytics in Smart Cities for Electricity Theft Detection	3
A Large Comparison of Normalization Methods on Time Series	3
The Use of Smart Home Speakers by the Elderly: Exploratory Analyses and Potential for Big Data	3
Survey on Learnable Databases: A Machine Learning Perspective	3
An Improved CycleGAN for Data Augmentation in Person Re-Identification	3
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	3
MLPQ: A Dataset for Path Question Answering over Multilingual Knowledge Graphs	3
Neural Topic Modeling with Deep Mutual Information Estimation	3
Intelligent geological interpretation of AMT data based on machine learning	3
Machine Learning for Tsunami Waves Forecasting Using Regression Trees	3
Smart Pharmaceutical Manufacturing: Ensuring End-to-End Traceability and Data Integrity in Medicine Production	3
A Security Management Framework for Big Data in Smart Healthcare	3
Semi-supervised topic representation through sentiment analysis and semantic networks	3
Data Science Methodologies: Current Challenges and Future Approaches	3
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	3