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Benvenuto, Federico, Piana, Michele, Campi, Cristina, Massone, Anna Maria (2018) A Hybrid Supervised/Unsupervised Machine Learning Approach to Solar Flare Prediction. The Astrophysical Journal, 853 (1). 90pp. doi:10.3847/1538-4357/aaa23c

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Reference TypeJournal (article/letter/editorial)
TitleA Hybrid Supervised/Unsupervised Machine Learning Approach to Solar Flare Prediction
JournalThe Astrophysical Journal
AuthorsBenvenuto, FedericoAuthor
Piana, MicheleAuthor
Campi, CristinaAuthor
Massone, Anna MariaAuthor
Year2018 (January 25)Volume853
Issue1
PublisherAmerican Astronomical Society
DOIdoi:10.3847/1538-4357/aaa23cSearch in ResearchGate
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Mindat Ref. ID3545339Long-form Identifiermindat:1:5:3545339:6
GUID0
Full ReferenceBenvenuto, Federico, Piana, Michele, Campi, Cristina, Massone, Anna Maria (2018) A Hybrid Supervised/Unsupervised Machine Learning Approach to Solar Flare Prediction. The Astrophysical Journal, 853 (1). 90pp. doi:10.3847/1538-4357/aaa23c
Plain TextBenvenuto, Federico, Piana, Michele, Campi, Cristina, Massone, Anna Maria (2018) A Hybrid Supervised/Unsupervised Machine Learning Approach to Solar Flare Prediction. The Astrophysical Journal, 853 (1). 90pp. doi:10.3847/1538-4357/aaa23c
In(2018, January) The Astrophysical Journal Vol. 853 (1) American Astronomical Society

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Campi, Cristina, Benvenuto, Federico, Massone, Anna Maria, Bloomfield, D. Shaun, Georgoulis, Manolis K., Piana, Michele (2019) Feature Ranking of Active Region Source Properties in Solar Flare Forecasting and the Uncompromised Stochasticity of Flare Occurrence. The Astrophysical Journal, 883 (2). 150pp. doi:10.3847/1538-4357/ab3c26
Guastavino, Sabrina, Piana, Michele, Massone, Anna Maria, Schwartz, Richard, Benvenuto, Federico (2019) Desaturating SDO/AIA Observations of Solar Flaring Storms. The Astrophysical Journal, 882 (2). 109pp. doi:10.3847/1538-4357/ab35d8
Guastavino, Sabrina, Candiani, Valentina, Bemporad, Alessandro, Marchetti, Francesco, Benvenuto, Federico, Massone, Anna Maria, Mancuso, Salvatore, Susino, Roberto, Telloni, Daniele, Fineschi, Silvano, Piana, Michele, (2023) Physics-driven Machine Learning for the Prediction of Coronal Mass Ejections’ Travel Times. The Astrophysical Journal, 954 (2) 151 doi:10.3847/1538-4357/ace62d
Telloni, Daniele; Guastavino, Sabrina; Camattari, Fabiana; Antonucci, Ester; Massone, Anna Maria; Benvenuto, Federico; Piana, Michele (2026) Quasi-biennial Statistical Coupling of Solar Flares and Coronal Mass Ejections: Evidence for a Common Driving Process during Solar Maximum. The Astrophysical Journal, 1002 (2). doi:10.3847/1538-4357/ae6254
Cicogna, Domenico, Berrilli, Francesco, Calchetti, Daniele, Del Moro, Dario, Giovannelli, Luca, Benvenuto, Federico, Campi, Cristina, Guastavino, Sabrina, Piana, Michele (2021) Flare-forecasting Algorithms Based on High-gradient Polarity Inversion Lines in Active Regions. The Astrophysical Journal, 915 (1) 38pp. doi:10.3847/1538-4357/abfafb
Guastavino, Sabrina; Legnaro, Edoardo; Massone, Anna Maria; Piana, Michele (2025) Artificial Intelligence for the Characterization of the 2024 May Superstorm: Active Region Classification, Flare Forecasting, and Geomagnetic Storm Prediction. The Astrophysical Journal, 985 (1). doi:10.3847/1538-4357/adcd62
Guastavino, Sabrina, Marchetti, Francesco, Benvenuto, Federico, Campi, Cristina, Piana, Michele (2022) Implementation paradigm for supervised flare forecasting studies: A deep learning application with video data. Astronomy & Astrophysics, 662. doi:10.1051/0004-6361/202243617
Perracchione, Emma, Massa, Paolo, Massone, Anna Maria, Piana, Michele (2021) Visibility Interpolation in Solar Hard X-Ray Imaging: Application to RHESSI and STIX. The Astrophysical Journal, 919 (2) 133pp. doi:10.3847/1538-4357/ac158d
Volpara, Anna; Massa, Paolo; Piana, Michele; Massone, Anna Maria; Emslie, A. Gordon (2025) Solar Flares as Electron Accelerators: Toward a Resolution of the Acceleration Efficiency Issue. The Astrophysical Journal, 990 (2). doi:10.3847/1538-4357/adee25
Legnaro, Edoardo, Guastavino, Sabrina, Piana, Michele, Massone, Anna Maria (2025) Deep Learning for Active Region Classification: A Systematic Study from Convolutional Neural Networks to Vision Transformers. The Astrophysical Journal, 981 (2). doi:10.3847/1538-4357/adb41a
Sciacchitano, Federica, Sorrentino, Alberto, Emslie, A Gordon, Massone, Anna Maria, Piana, Michele (2018) Identification of Multiple Hard X-Ray Sources in Solar Flares: A Bayesian Analysis of the 2002 February 20 Event. The Astrophysical Journal, 862 (1). 68pp. doi:10.3847/1538-4357/aacc27
 
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