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All-Clear Flare Prediction Using Interval-based Time Series Classifiers


May 03, 2021
Anli Ji, Berkay Aydin, Manolis K. Georgoulis, Rafal Angryk


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How to Train Your Flare Prediction Model: Revisiting Robust Sampling of Rare Events


Mar 12, 2021
Azim Ahmadzadeh, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, Rafal A. Angryk

* The Astrophysical Journal Supplement series (2021) 

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Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations


Jun 22, 2020
Gelu Nita, Manolis Georgoulis, Irina Kitiashvili, Viacheslav Sadykov, Enrico Camporeale, Alexander Kosovichev, Haimin Wang, Vincent Oria, Jason Wang, Rafal Angryk, Berkay Aydin, Azim Ahmadzadeh, Xiaoli Bai, Timothy Bastian, Soukaina Filali Boubrahimi, Bin Chen, Alisdair Davey, Sheldon Fereira, Gregory Fleishman, Dale Gary, Andrew Gerrard, Gregory Hellbourg, Katherine Herbert, Jack Ireland, Egor Illarionov, Natsuha Kuroda, Qin Li, Chang Liu, Yuexin Liu, Hyomin Kim, Dustin Kempton, Ruizhe Ma, Petrus Martens, Ryan McGranaghan, Edward Semones, John Stefan, Andrey Stejko, Yaireska Collado-Vega, Meiqi Wang, Yan Xu, Sijie Yu

* Workshop Report 

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Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study on Solar Flare Data


Nov 20, 2019
Azim Ahmadzadeh, Maxwell Hostetter, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, Rafal A. Angryk

* 9 pages, 9 figures, and 1 table, accepted in IEEE BigData 2019 

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