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

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

21 June 2017

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

15 / 15 papers shown

Title
A review of unsupervised learning in astronomy Sotiria Fotopoulou 48 8 0 25 Jun 2024
Machine learning in solar physics A. Asensio Ramos Mark C. M. Cheung I. Chifu Ricardo Gafeira AI4CE PINN 33 32 0 27 Jun 2023
Solar Flare Index Prediction Using SDO/HMI Vector Magnetic Data Products with Statistical and Machine Learning Methods Hewei Zhang Qin Li Yanxing Yang J. Jing Jinqiao Wang Haimin Wang Zuofeng Shang 24 12 0 28 Sep 2022
Towards Coupling Full-disk and Active Region-based Flare Prediction for Operational Space Weather Forecasting Chetraj Pandey Anli Ji R. Angryk M. Georgoulis Berkay Aydin 34 20 0 11 Aug 2022
Improving Solar Flare Prediction by Time Series Outlier Detection Junzhi Wen Md Reazul Islam Azim Ahmadzadeh R. Angryk 28 2 0 14 Jun 2022
Prepare for Trouble and Make it Double. Supervised and Unsupervised Stacking for AnomalyBased Intrusion Detection T. Zoppi Andrea Ceccarelli 13 22 0 28 Feb 2022
All-Clear Flare Prediction Using Interval-based Time Series Classifiers Anli Ji Berkay Aydin M. Georgoulis R. Angryk 6 17 0 03 May 2021
How to Train Your Flare Prediction Model: Revisiting Robust Sampling of Rare Events Azim Ahmadzadeh Berkay Aydin M. Georgoulis Dustin J. Kempton Sushant S. Mahajan R. Angryk 14 54 0 12 Mar 2021
Bad and good errors: value-weighted skill scores in deep ensemble learning Sabrina Guastavino Michele Piana F. Benvenuto UQCV 11 9 0 04 Mar 2021
A Multi-disciplinary Ensemble Algorithm for Clustering Heterogeneous Datasets B. Hassan Tarik A. Rashid 32 60 0 01 Jan 2021
Shape-based Feature Engineering for Solar Flare Prediction V. Deshmukh T. Berger J. Meiss E. Bradley AI4CE 13 3 0 28 Dec 2020
Machine learning as a flaring storm warning machine: Was a warning machine for the September 2017 solar flaring storm possible? F. Benvenuto C. Campi A. Massone Michele Piana 12 13 0 05 Jul 2020
A Framework for Designing and Evaluating Solar Flare Forecasting Systems T. Cinto A. Gradvohl G. P. Coelho A. D. Silva 7 19 0 05 May 2020
Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study on Solar Flare Data Azim Ahmadzadeh Maxwell Hostetter Berkay Aydin M. Georgoulis Dustin J. Kempton Sushant S. Mahajan R. Angryk 11 22 0 20 Nov 2019
Predicting Solar Flares Using a Long Short-Term Memory Network Hao Liu Chang Liu Jinqiao Wang Haimin Wang 18 112 0 17 May 2019