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 2021-02-01 to 2025-02-01.)

Article	Citations
Study on Landscape Architecture Model Design Based on Big Data Intelligence	120
A big data driven vegetation disease and pest region identification method based on self supervised convolutional neural networks and parallel extreme learning machines	116
A Facial Expression Recognition Approach for Social IoT Frameworks	73
A Data-Driven Method for Hybrid Data Assimilation with Multilayer Perceptron	71
Network-Based Trajectory Search over Time Intervals	59
Social Media Data and Users' Preferences: A Statistical Analysis to Support Marketing Communication	52
Editorial Board	45
On Divide&Conquer in Image Processing of Data Monster	43
Identification of Top-K Influencers Based on Upper Confidence Bound and Local Structure	41
Editorial Board	40
Multi-Temperate Logical Data Warehouse Design for Large-Scale Healthcare Data	39
Editorial Board	38
Automatic Prediction of T2/T3 Staging of Rectal Cancer Based on Radiomics and Machine Learning	37
Virtual Finger-Point Reading Behaviors: A Case Study of Mouse Cursor Movements on a Website	37
Route Search and Planning: A Survey	36
Few-Shot Relation Extraction Towards Special Interests	35
Force-Directed Timelines: Visualizing & Exploring Temporal Patterns	34
Special Issue on Real-Time Intelligent Systems	29
An Embedding Model for Knowledge Graph Completion Based on Graph Sub-Hop Convolutional Network	28
ML-aVAT: A Novel 2-Stage Machine-Learning Approach for Automatic Clustering Tendency Assessment	27
Optimizing image captioning: The effectiveness of vision transformers and VGG networks for remote sensing	27
Visual Exploration of Anomalies in Cyclic Time Series Data with Matrix and Glyph Representations	26
Embedding Semantic Anchors to Guide Topic Models on Short Text Corpora	25
Iterative Visual Relationship Detection via Commonsense Knowledge Graph	25
Retrofitting Soft Rules for Knowledge Representation Learning	25

An Analytic Graph Data Model and Query Language for Exploring the Evolution of Science	25
“Brains” for Robots: Application of the Mivar Expert Systems for Implementation of Autonomous Intelligent Robots	21
What Is a Multi-Modal Knowledge Graph: A Survey	19
SD-SLAM: A semantic SLAM approach for dynamic scenes based on LiDAR point clouds	18
Quantitative analysis of big data for land resource classification and zoning at the township level in Northern Shaanxi	18
Linked Open Government Data to Predict and Explain House Prices: The Case of Scottish Statistics Portal	18
Properties and Performance of the ABCDe Random Graph Model with Community Structure	18
Remote sensing-enhanced transfer learning approach for agricultural damage and change detection: A deep learning perspective	17
Early Pathogen Prediction in Crops Using Nano Biosensors and Neural Network-Based Feature Extraction and Classification	17
Theodolite: Scalability Benchmarking of Distributed Stream Processing Engines in Microservice Architectures	15
Flexible Subspace Clustering: A Joint Feature Selection and K-Means Clustering Framework	15
Data Stream Classification Based on Extreme Learning Machine: A Review	14
Wetland identification through remote sensing: Insights into wetness, greenness, turbidity, temperature, and changing landscapes	13
A Real Time Deep Learning Based Approach for Detecting Network Attacks	13
Deep semantics-preserving cross-modal hashing	12
Research on the characteristics of information propagation dynamic on the weighted multiplex Weibo networks	12
A dual algorithmic approach to deal with multiclass imbalanced classification problems	12
Distributed Heterogeneous Transfer Learning	12
Cost Optimization for Big Data Workloads Based on Dynamic Scheduling and Cluster-Size Tuning	12
Graph Spatial-Temporal Transformer Network for Traffic Prediction	11
Chlorophyll-a concentration variations in Bohai sea: Impacts of environmental complexity and human activities based on remote sensing technologies	11
A Big Data Analytics Architecture for Smart Cities and Smart Companies	11
Editorial Board	11
Fine Clustering Analysis of Internet Financial Credit Investigation Based on Big Data	11
Correcting inconsistencies in knowledge graphs with correlated knowledge	10
Accelerating Columnar Storage Based on Asynchronous Skipping Strategy	10
Scholar's Career Switch from Academia to Industry: Mining and Analysis from AMiner	10
Babel: A Generic Benchmarking Platform for Big Data Architectures	10
Editorial Board	10
Parallel Framework for Memory-Efficient Computation of Image Descriptors for Megapixel Images	10
GeoYCSB: A Benchmark Framework for the Performance and Scalability Evaluation of Geospatial NoSQL Databases	10
SA2-MCD: Secured Architecture for Allocation of Virtual Machine in Multitenant Cloud Databases	10
Faster Multidimensional Data Queries on Infrastructure Monitoring Systems	9
Detecting Seasonal Dependencies in Production Lines for Forecast Optimization	9
An Efficient Algorithm for Spatio-Textual Object Cluster Join	9
Fine-Grained Evaluation of Knowledge Graph Embedding Model in Knowledge Enhancement Downstream Tasks	9
Editorial Board	9
Epidemic Spreading in Trajectory Networks	8
The Forgotten Document-Oriented Database Management Systems: An Overview and Benchmark of Native XML DODBMSes in Comparison with JSON DODBMSes	8
Accelerating Progressive Set Similarity Join with the CPU-GPU Architecture	8
OL-HeatMap: Effective Density Visualization of Multiple Overlapping Rectangles	8
Predicting Household Electric Power Consumption Using Multi-step Time Series with Convolutional LSTM	7
A multiscale electricity theft detection model based on feature engineering	7
Similarity Measurement for Graph Data: An Improved Centrality and Geometric Perspective-Based Approach	7
Scheduling critical periodic jobs with selective partial computations along with gang jobs	7
Tree parameter extraction method based on new remote sensing technology and terrestrial laser scanning technology	7
Regularized Least Squares Twin SVM for Multiclass Classification	6
Botnet DGA Domain Name Classification Using Transformer Network with Hybrid Embedding	6
Evaluating Different Selection Criteria for Phase Type Survival Tree Construction	6
Agreeing to Disagree: Choosing Among Eight Topic-Modeling Methods	6

Tracing the Pace of COVID-19 Research: Topic Modeling and Evolution	6
SMR: Medical Knowledge Graph Embedding for Safe Medicine Recommendation	6
Building and Operating a Large-Scale Enterprise Data Analytics Platform	6
Multi-step trend aware graph neural network for traffic flow forecasting	6
ViewSeeker: An Interactive View Recommendation Framework	6
A Service Sustainable Live Migration Strategy for Multiple Virtual Machines in Cloud Data Centers	6
Educational Big Data: Predictions, Applications and Challenges	6
Leveraging social computing for epidemic surveillance: A case study	6
Smart Pharmaceutical Manufacturing: Ensuring End-to-End Traceability and Data Integrity in Medicine Production	5
Machine Learning for Tsunami Waves Forecasting Using Regression Trees	5
Editorial Board	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
Survey on Learnable Databases: A Machine Learning Perspective	5
Image Classification Approach Using Machine Learning and an Industrial Hadoop Based Data Pipeline	5
Semi-supervised topic representation through sentiment analysis and semantic networks	5
Towards Efficient Energy Utilization Using Big Data Analytics in Smart Cities for Electricity Theft Detection	5
Unsupervised Denoising Feature Learning for Classification of Corrupted Images	5
Data Science Methodologies: Current Challenges and Future Approaches	5
LSDDL: Layer-Wise Sparsification for Distributed Deep Learning	5
Analysis of Occupational Profiles in the Brazilian Workforce Based on Non-Negative Matrix Factorization	4
Study on the Temporal and Spatial Evolution Characteristics of Chinese Public's Cognition and Attitude to “Double Reduction” Policy Based on Big Data	4
An Improved CycleGAN for Data Augmentation in Person Re-Identification	4
A Flexible Outlier Detector Based on a Topology Given by Graph Communities	4
A Framework for Pandemic Prediction Using Big Data Analytics	4
Tropical cyclone trajectory based on satellite remote sensing prediction and time attention mechanism ConvLSTM model	4
Search History Visualization for Collaborative Web Searching	4
Task-Oriented Collaborative Graph Embedding Using Explicit High-Order Proximity for Recommendation	4
Intelligent geological interpretation of AMT data based on machine learning	4
Visual Analytics of Trajectories with RoseTrajVis	4
The Use of Smart Home Speakers by the Elderly: Exploratory Analyses and Potential for Big Data	3
Scalable and Flexible Two-Phase Ensemble Algorithms for Causality Discovery	3
CardioNet: An Efficient ECG Arrhythmia Classification System Using Transfer Learning	3
Anomaly detection based on system text logs of virtual network functions	3
A Large Comparison of Normalization Methods on Time Series	3
Multi-granularity enhanced graph convolutional network for aspect sentiment triplet extraction	3
CSIP: Enhanced Link Prediction with Context of Social Influence Propagation	3
Proof-of-Activity Consensus Algorithm Based on K-Medoids Clustering	3
Assessment of soil fertility in Xinjiang oasis cotton field based on big data techniques	3
Incomplete data classification via positive approximation based rough subspaces ensemble	3
Neural Topic Modeling with Deep Mutual Information Estimation	3
Has machine paraphrasing skills approached humans? Detecting automatically and manually generated paraphrased cases	3
Urban Hierarchical Open-up Schemes Based on Fine Regional Epidemic Data for the Lockdown in COVID-19	3
Data-Efficient Performance Modeling for Configurable Big Data Frameworks by Reducing Information Overlap Between Training Examples	3
A methodology to assess and evaluate sites with high potential for stormwater harvesting in Dehradun, India	3
Positional-attention based bidirectional deep stacked AutoEncoder for aspect based sentimental analysis	3
A Security Management Framework for Big Data in Smart Healthcare	3
MLPQ: A Dataset for Path Question Answering over Multilingual Knowledge Graphs	3