Publications of Berkay Aydin ordered by citations

A list of publications authored or co-authored by Berkay Aydin, derived from the SAO/NASA Astrophysics Data System (ADS) and ordered by the numbers of citations.

Orcid ID: 0000-0002-9799-9265

69	How to Train Your Flare Prediction Model: Revisiting Robust Sampling of Rare Events Ahmadzadeh, Azim, Aydin, Berkay, Georgoulis, Manolis K., Kempton, Dustin J., Mahajan, Sushant S. & Angryk, Rafal A., 2021, ApJS, 254, 23
62	Multivariate time series dataset for space weather data analytics Angryk, Rafal A., Martens, Petrus C., Aydin, Berkay, Kempton, Dustin, Mahajan, Sushant S., Basodi, Sunitha, Ahmadzadeh, Azim, Cai, Xumin, Filali Boubrahimi, Soukaina, Hamdi, Shah Muhammad, Schuh, Michael A. & Georgoulis, Manolis K., 2020, Scientific Data, 7, 227
20	Towards coupling full-disk and active region-based flare prediction for operational space weather forecasting Pandey, Chetraj, Ji, Anli, Angryk, Rafal A., Georgoulis, Manolis K. & Aydin, Berkay, 2022, Frontiers in Astronomy and Space Sciences, 9, 897301
18	Integrated Geostationary Solar Energetic Particle Events Catalog: GSEP Rotti, Sumanth, Aydin, Berkay, Georgoulis, Manolis K. & Martens, Petrus C., 2022, ApJS, 262, 29
14	A Systematic Magnetic Polarity Inversion Line Data Set from SDO/HMI Magnetograms Ji, Anli, Cai, Xumin, Khasayeva, Nigar, Georgoulis, Manolis K., Martens, Petrus C., Angryk, Rafal A. & Aydin, Berkay, 2023, ApJS, 265, 28
8	Explaining Full-Disk Deep Learning Model for Solar Flare Prediction Using Attribution Methods Pandey, Chetraj, Angryk, Rafal A. & Aydin, Berkay, 2023, Machine Learning and Knowledge Discovery in Databases: Applied Data Science and Demo Track. ECML PKDD 2023. Lecture Notes in Computer Science, 14175, p. 72
7	A Catalog of Solar Flare Events Observed by the SOHO/EIT Rotti, Sumanth A., Martens, Petrus C. H. & Aydin, Berkay, 2020, ApJS, 249, 20
5	Mining spatiotemporal co-occurrence patterns in non-relational databases Aydin, Berkay, Akkineni, Vijay & Angryk, Rafal, 2016, GeoInformatica, 20, 801
5	Spatiotemporal Interpolation Methods for Solar Event Trajectories Filali Boubrahimi, Soukaina, Aydin, Berkay, Schuh, Michael A., Kempton, Dustin, Angryk, Rafal A. & Ma, Ruizhe, 2018, ApJS, 236, 23
5	MVTS-Data Toolkit: A Python package for preprocessing multivariate time series data Ahmadzadeh, Azim, Sinha, Kankana, Aydin, Berkay & Angryk, Rafal A., 2020, SoftwareX, 12, 100518
5	Mining spatiotemporal co-occurrence patterns in solar datasets Aydin, B., Kempton, D., Akkineni, V., Angryk, R. & Pillai, K. G., 2015, Astronomy and Computing, 13, 136
5	Explainable Deep Learning-Based Solar Flare Prediction with Post Hoc Attention for Operational Forecasting Pandey, Chetraj, Angryk, Rafal A., Georgoulis, Manolis K. & Aydin, Berkay, 2023, Lecture Notes in Computer Science, 14276, 567
3	Precise and Accurate Short-term Forecasting of Solar Energetic Particle Events with Multivariate Time-series Classifiers Rotti, Sumanth A., Aydin, Berkay & Martens, Petrus C., 2024, ApJ, 974, 188
3	Short-term Classification of Strong Solar Energetic Particle Events Using Multivariate Time-series Classifiers Rotti, Sumanth A., Aydin, Berkay & Martens, Petrus C., 2024, ApJ, 966, 165
3	A filter-and-refine approach to mine spatiotemporal co-occurrences Pillai, Karthik Ganesan, Angryk, Rafal A. & Aydin, Berkay, 2013, Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, p. 104
1	Integration of solar flare and coronal mass ejection event data Ji, Anli, Georgoulis, Manolis K. & Aydin, Berkay, 2025, Data in Brief, 60, 111539
1	Discovering spatiotemporal event sequences Aydin, Berkay & Angryk, Rafal, 2016, Proceedings of the 5th ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems, p. 46
1	Time-efficient significance measure for discovering spatiotemporal co-occurrences from data with unbalanced characteristics Aydin, Berkay, Akkineni, Vijay & Angryk, Rafal, 2015, Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, p. 1
1	On the prediction of >100 MeV solar energetic particle events using GOES satellite data Boubrahimi, Soukaina Filali, Aydin, Berkay, Martens, Petrus & Angryk, Rafal, 2017, 2017 IEEE International Conference on Big Data (Big Data), p. 319
0	Scalable kNN Search Approximation for Time Series Data Boubrahimi, Soukaina Filali, Ma, Ruizhe, Aydin, Berkay, Hamdi, Shah Muhammad & Angryk, Rafal, 2018, 2018 24th International Conference on Pattern Recognition (ICPR), p. 166
0	Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study on Solar Flare Data Ahmadzadeh, Azim, Hostetter, Maxwell, Aydin, Berkay, Georgoulis, Manolis K., Kempton, Dustin J., Mahajan, Sushant S. & Angryk, Rafal, 2019, 2019 IEEE International Conference on Big Data (Big Data), p. 178
0	An Application of Spatio-temporal Co-occurrence Analyses for Integrating Solar Active Region Data from Multiple Reporting Modules Cai, Xumin, Aydin, Berkay, Georgoulis, Manolis K. & Angryk, Rafal, 2019, 2019 IEEE International Conference on Big Data (Big Data), p. 628
0	Understanding the Impact of Statistical Time Series Features for Flare Prediction Analysis Hostetter, Maxwell, Ahmadzadeh, Azim, Aydin, Berkay, Georgoulis, Manolis K., Kempton, Dustin J. & Angryk, Rafal A., 2019, 2019 IEEE International Conference on Big Data (Big Data), p. 629
0	Rare-Event Time Series Prediction: A Case Study of Solar Flare Forecasting Ahmadzadeh, Azim, Aydin, Berkay, Kempton, Dustin J., Hostetter, Maxwell, Angryk, Rafal A., Georgoulis, Manolis K. & Mahajan, Sushant S., 2019, 2019 18th IEEE International Conference On Machine Learning And Applications (ICMLA), p. 293
0	Spatiotemporal event sequence discovery without thresholds Aydin, Berkay, Boubrahimi, Soukaina Filali, Kucuk, Ahmet, Nezamdoust, Bita & Angryk, Rafal A., 2021, GeoInformatica, 25, 149
0	Avoiding More Accurate and Less Robust Models: Mistakes and Pitfalls in Training Flare Forecasting Models Ahmadzadeh, Azim, Aydin, Berkay, Kempton, Dustin, Mahajan, Sushant, Georgoulis, Manolis & Angryk, Rafal, 2021, essoar.10508359
0	Spatiotemporal indexing techniques for efficiently mining spatiotemporal co-occurrence patterns Aydin, Berkay, Kempton, Dustin, Akkineni, Vijay, Gopavaram, Shaktidhar Reddy, Pillai, Karthik Ganesan & Angryk, Rafal, 2014, 2014 IEEE International Conference on Big Data (Big Data), p. 201
0	Spatiotemporal Frequent Pattern Mining on Solar Data: Current Algorithms and Future Directions Aydin, Berkay & Angryk, Rafal, 2015, 2015 IEEE International Conference on Data Mining Workshop (ICDMW), p. 84
0	Mining At Most Top-K% Spatiotemporal Co-occurrence Patterns in Datasets with Extended Spatial Representations Pillai, Karthik Ganesan, Angryk, Rafal A., Banda, Juan M., Kempton, Dustin, Aydin, Berkay & Martens, Petrus C., 2016, ACM Transactions on Spatial Algorithms and Systems, 2, 1
0	SOLEV: a video generation framework for solar events from mixed data sources (demo paper) Boubrahimi, Soukaina Filali, Aydin, Berkay, Kempton, Dustin & Angryk, Rafal A., 2016, Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, p. 1
0	Predictive Spatio-Temporal Query Processor on Resilient Distributed Datasets Akkineni, Vijay, Aydin, Berkay, Naduvil-Vadukootu, Sajitha & Angryk, Rafal, 2016, 2016 IEEE International Conferences on Big Data and Cloud Computing (BDCloud), p. 20
0	Pg-Trajectory: A PostgreSQL/PostGIS Based Data Model for Spatiotemporal Trajectories Kucuk, Ahmet, Hamdi, Shah Muhammad, Aydin, Berkay, Schuh, Michael A. & Angryk, Rafal A., 2016, 2016 IEEE International Conferences on Big Data and Cloud Computing (BDCloud), p. 24
0	A multimodal tiered magnetic polarity inversion features dataset for space weather forecasting Khani, Ziba, Ji, Anli, Georgoulis, Manolis K. & Aydin, Berkay, 2026, Data in Brief, 64, 112385
0	Indexing spatiotemporal relations in solar event datasets Aydin, Berkay, Kucuk, Ahmet & Angryk, Rafal A., 2016, 2016 IEEE International Conference on Big Data (Big Data), p. 396
0	Spatio-temporal interpolation methods for solar events metadata Boubrahimi, Soukaina Filali, Aydin, Berkay, Kempton, Dustin & Angryk, Rafal, 2016, 2016 IEEE International Conference on Big Data (Big Data), p. 397
0	A Graph-Based Approach to Spatiotemporal Event Sequence Mining Aydin, Berkay & Angryk, Rafal A., 2016, 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW), p. 157
0	A Pattern Growth-Based Approach for Mining Spatiotemporal Co-occurrence Patterns Hamdi, Shah Muhammad, Aydin, Berkay & Angryk, Rafal A., 2016, 2016 IEEE 16th International Conference on Data Mining Workshops (ICDMW), p. 162
0	Spatiotemporal event sequence mining from evolving regions Aydin, Berkay & Angryk, Rafal A., 2016, 2016 23rd International Conference on Pattern Recognition (ICPR), p. 692
0	Measuring the Significance of Spatiotemporal Co-Occurrences Aydin, Berkay, Kucuk, Ahmet, Angryk, Rafal A. & Martens, Petrus C., 2017, ACM Transactions on Spatial Algorithms and Systems, 3, 1
0	Parallel computation of magnetic field parameters from HMI active region patches Basodi, Sunitha, Aydin, Berkay & Angryk, Rafal A., 2017, 2017 IEEE International Conference on Big Data (Big Data), p. 318
0	Multi-wavelength solar event detection using faster R-CNN Kucuk, Ahmet, Aydin, Berkay & Angryk, Rafal, 2017, 2017 IEEE International Conference on Big Data (Big Data), p. 321
0	Top-(R%, K) Spatiotemporal Event Sequence Mining Aydin, Berkay, Kucuk, Ahmet, Boubrahimi, Soukaina Filali & Angryk, Rafal A., 2017, 2017 IEEE International Conference on Data Mining Workshops (ICDMW), p. 42
0	Cultivating Evolving Region Trajectory Datasets Naduvil-Vadukootu, Sajitha, Aydin, Berkay, Schuh, Michael A. & Angryk, Rafal A., 2017, 2017 IEEE International Conference on Data Mining Workshops (ICDMW), p. 45
0	Biomarker Detection from fMRI-Based Complete Functional Connectivity Networks Hamdi, Shah Muhammad, Aydin, Berkay, Filali Boubrahimi, Soukaina, Angryk, Rafal, Crystal Krishnamurthy, Lisa & Morris, Robin, 2018, 2018 IEEE First International Conference on Artificial Intelligence and Knowledge Engineering (AIKE), p. 11
0	Neuro-Ensemble Filali Boubrahimi, Soukaina, Ma, Ruizhe, Aydin, Berkay & Angryk, Rafal, 2018, 2018 IEEE First International Conference on Artificial Intelligence and Knowledge Engineering (AIKE), p. 16
0	Enhancing Solar Flare Prediction with Integrated Multi-Wavelength Imagery and Conformal Prediction Hong, Jinsu, Pandey, Chetraj & Aydin, Berkay, 2025, essoar.173870762
0	Filling the Gaps in Solar Big Data: Interpolation of Solar Filament Event Instances Boubrahimi, Soukaina Filali, Aydin, Berkay, Kempton, Dustin, Mahajan, Sushant S. & Angryk, Rafal, 2016, 2016 IEEE International Conferences on Big Data and Cloud Computing (BDCloud), p. 26