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Sabrina Guastavino
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Year
Prediction of severe thunderstorm events with ensemble deep learning and radar data
S Guastavino, M Piana, M Tizzi, F Cassola, A Iengo, D Sacchetti, ...
Scientific Reports 12 (1), 20049, 2022
262022
Flare-forecasting algorithms based on high-gradient polarity inversion lines in active regions
D Cicogna, F Berrilli, D Calchetti, D Del Moro, L Giovannelli, F Benvenuto, ...
The Astrophysical Journal 915 (1), 38, 2021
192021
Implementation paradigm for supervised flare forecasting studies: A deep learning application with video data
S Guastavino, F Marchetti, F Benvenuto, C Campi, M Piana
Astronomy & Astrophysics 662, A105, 2022
132022
Score-oriented loss (sol) functions
F Marchetti, S Guastavino, M Piana, C Campi
Pattern Recognition 132, 108913, 2022
112022
A consistent and numerically efficient variable selection method for sparse Poisson regression with applications to learning and signal recovery
S Guastavino, F Benvenuto
Statistics and Computing 29 (3), 501-516, 2019
112019
Bad and good errors: Value-weighted skill scores in deep ensemble learning
S Guastavino, M Piana, F Benvenuto
IEEE transactions on neural networks and learning systems, 2022
102022
Desaturating SDO/AIA observations of solar flaring storms
S Guastavino, M Piana, AM Massone, R Schwartz, F Benvenuto
The Astrophysical Journal 882 (2), 109, 2019
102019
Prediction capability of geomagnetic events from solar wind data using neural networks
D Telloni, ML Schiavo, E Magli, S Fineschi, S Guastavino, G Nicolini, ...
The Astrophysical Journal 952 (2), 111, 2023
62023
The STIX Imaging Concept
P Massa, GJ Hurford, A Volpara, M Kuhar, AF Battaglia, H Xiao, ...
Solar Physics 298 (10), 114, 2023
52023
Physics-driven machine learning for the prediction of coronal mass ejections’ travel times
S Guastavino, V Candiani, A Bemporad, F Marchetti, F Benvenuto, ...
The Astrophysical Journal 954 (2), 151, 2023
52023
Operational solar flare forecasting via video-based deep learning
S Guastavino, F Marchetti, F Benvenuto, C Campi, M Piana
Frontiers in Astronomy and Space Sciences 9, 1039805, 2023
52023
Convergence rates of spectral regularization methods: A comparison between ill-posed inverse problems and statistical kernel learning
S Guastavino, F Benvenuto
SIAM Journal on Numerical Analysis 58 (6), 3504-3529, 2020
52020
Validation of an automated system for the extraction of a wide dataset for clinical studies aimed at improving the early diagnosis of candidemia
DR Giacobbe, S Mora, A Signori, C Russo, G Brucci, C Campi, ...
Diagnostics 13 (5), 961, 2023
42023
Early diagnosis of candidemia with explainable machine learning on automatically extracted laboratory and microbiological data: results of the AUTO-CAND project
DR Giacobbe, C Marelli, S Mora, S Guastavino, C Russo, G Brucci, ...
Annals of Medicine 55 (2), 2285454, 2023
32023
A mathematical model for image saturation with an application to the restoration of solar images via adaptive sparse deconvolution
S Guastavino, F Benvenuto
Inverse Problems 37 (1), 015010, 2020
32020
Prediction of solar energetic events impacting space weather conditions
MK Georgoulis, SL Yardley, JA Guerra, SA Murray, A Ahmadzadeh, ...
Advances in Space Research, 2024
22024
Desaturating EUV observations of solar flaring storms
S Guastavino, M Piana, AM Massone, R Schwartz, F Benvenuto
arXiv preprint arXiv:1904.04211, 2019
22019
A comprehensive theoretical framework for the optimization of neural networks classification performance with respect to weighted metrics
F Marchetti, S Guastavino, C Campi, F Benvenuto, M Piana
Optimization Letters, 1-24, 2024
2024
Explainable and Interpretable Machine Learning for Antimicrobial Stewardship: Opportunities and Challenges
DR Giacobbe, C Marelli, S Guastavino, S Mora, N Rosso, A Signori, ...
Clinical Therapeutics, 2024
2024
Forecasting Geoffective Events from Solar Wind Data and Evaluating the Most Predictive Features through Machine Learning Approaches
S Guastavino, K Bahamazava, E Perracchione, F Camattari, G Audone, ...
arXiv preprint arXiv:2403.09847, 2024
2024
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