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A hybrid supervised/unsupervised machine learning approach to solar flare prediction

Authors :
Benvenuto, Federico
Piana, Michele
Campi, Cristina
Massone, Anna Maria
Benvenuto, Federico
Piana, Michele
Campi, Cristina
Massone, Anna Maria
Publication Year :
2017

Abstract

We introduce a hybrid approach to solar flare prediction, whereby a supervised regularization method is used to realize feature importance and an unsupervised clustering method is used to realize the binary flare/no-flare decision. The approach is validated against NOAA SWPC data.

Details

Database :
OAIster
Publication Type :
Electronic Resource
Accession number :
edsoai.on1098126183
Document Type :
Electronic Resource
Full Text :
https://doi.org/10.3847.1538-4357.aaa23c