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Berkay Aydın
Berkay Aydın
Assistant Professor at Georgia State University
Geverifieerd e-mailadres voor cs.gsu.edu - Homepage
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Multivariate Time Series Dataset for Space Weather Data Analytics
RA Angryk, PC Martens, B Aydin, D Kempton, SS Mahajan, S Basodi, ...
Sci. Data, 2020
1432020
Review of Solar Energetic Particle Prediction Models
K Whitman, R Egeland, IG Richardson, C Allison, P Quinn, J Barzilla, ...
Advances in Space Research 72 (12), 5161-5242, 2023
752023
How to Train Your Flare Prediction Model: Revisiting Robust Sampling of Rare Events
A Ahmadzadeh, B Aydin, MK Georgoulis, DJ Kempton, SS Mahajan, ...
The Astrophysical Journal Supplement Series 254 (2), 23, 2021
592021
A filter-and-refine approach to mine spatiotemporal co-occurrences
KG Pillai, RA Angryk, B Aydin
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances …, 2013
502013
On the Prediction of >100 MeV Solar Energetic Particle Events Using GOES Satellite Data
SF Boubrahimi, B Aydin, P Martens, R Angryk
2017 IEEE International Conference on Big Data, BigData 2017, Boston, MA …, 2017
362017
Challenges with extreme class-imbalance and temporal coherence: A study on solar flare data
A Ahmadzadeh, M Hostetter, B Aydin, MK Georgoulis, DJ Kempton, ...
2019 IEEE International Conference on Big Data (Big Data), 1423-1431, 2019
322019
Spatiotemporal Indexing Techniques for Efficiently Mining Spatiotemporal Co-occurrence Patterns
B Aydin, D Kempton, V Akkineni, S Govaparam, K Ganesan Pillai, ...
2014 IEEE International Conference on Big Data, Big Data 2014, Washington …, 2014
312014
Solar Flare Forecasting with Deep Neural Networks using Compressed Full-disk HMI Magnetograms
C Pandey, RA Angryk, B Aydin
2021 IEEE International Conference on Big Data (Big Data), 1725-1730, 2021
262021
All-Clear Flare Prediction Using Interval-based Time Series Classifiers
A Ji, B Aydin, G Manolis K., R Angryk
2020 IEEE International Conference on Big Data (Big Data), 2020
252020
Spatio-temporal interpolation methods for solar events metadata
SF Boubrahimi, B Aydin, D Kempton, R Angryk
2016 IEEE International Conference on Big Data (Big Data), 3149-3157, 2016
252016
Modeling and Indexing Spatiotemporal Trajectory Data in Non-Relational Databases
B Aydin, V Akkineni, R Angryk
Managing Big Data in Cloud Computing Environments, 133-162, 2016
232016
Towards coupling full-disk and active region-based flare prediction for operational space weather forecasting
C Pandey, A Ji, RA Angryk, MK Georgoulis, B Aydin
Applications of statistical methods and machine learning in the space sciences, 2022
202022
Spatiotemporal Interpolation Methods for Solar Event Trajectories
SF Boubrahimi, B Aydin, MA Schuh, D Kempton, RA Angryk, R Ma
The Astrophysical Journal Supplement Series 236 (1), 23, 2018
202018
Spatiotemporal Frequent Pattern Mining on Solar Data: Current Algorithms and Future Directions
B Aydin, R Angryk
IEEE International Conference on Data Mining Workshop, ICDMW 2015, Atlantic …, 2015
202015
A Graph-based Approach to Spatiotemporal Event Sequence Mining
B Aydin, R Angryk
2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW …, 2016
192016
Spatiotemporal Event Sequence Mining from Evolving Regions
B Aydin, R Angryk
23rd International Conference on Pattern Recognition (ICPR), Cancún, México …, 2016
192016
Mining spatiotemporal co-occurrence patterns in non-relational databases
B Aydin, V Akkineni, R Angryk
GeoInformatica 20 (4), 801-828, 2016
192016
ERMO-DG: Evolving Region Moving Object Dataset Generator
B Aydin, RA Angryk, K Ganesan Pillai
Proceedings of the 27th FLAIRS International Conference, 321-326, 2014
192014
Time-efficient significance measure for discovering spatiotemporal co-occurrences from data with unbalanced characteristics
B Aydin, V Akkineni, R Angryk
Proceedings of the 23rd ACM SIGSPATIAL International Conference on Advances …, 2015
172015
Deep Neural Networks Based Solar Flare Prediction Using Compressed Full-disk Line-of-sight Magnetograms
C Pandey, RA Angryk, B Aydin
Annual International Conference on Information Management and Big Data, 380-396, 2022
162022
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