4.6 Article

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

Related references

Note: Only part of the references are listed.
Article Astronomy & Astrophysics

The Polarimetric and Helioseismic Imager on Solar Orbiter

S. K. Solanki et al.

ASTRONOMY & ASTROPHYSICS (2020)

Article Astronomy & Astrophysics

A framework for designing and evaluating solar flare forecasting systems

T. Cinto et al.

MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY (2020)

Article Astronomy & Astrophysics

Ensemble forecasting of major solar flares: methods for combining models

Jordan A. Guerra et al.

JOURNAL OF SPACE WEATHER AND SPACE CLIMATE (2020)

Article Multidisciplinary Sciences

Multivariate time series dataset for space weather data analytics

Rafal A. Angryk et al.

SCIENTIFIC DATA (2020)

Article Astronomy & Astrophysics

Solar Flare Forecasting Using Time Series and Extreme Gradient Boosting Ensembles

T. Cinto et al.

SOLAR PHYSICS (2020)

Article Astronomy & Astrophysics

The Daniel K. Inouye Solar Telescope - Observatory Overview

Thomas R. Rimmele et al.

SOLAR PHYSICS (2020)

Proceedings Paper Computer Science, Artificial Intelligence

On The Effectiveness of Imaging of Time Series for Flare Forecasting Problem

Yang Chen et al.

2020 IEEE INTERNATIONAL CONFERENCE ON BIG DATA (BIG DATA) (2020)

Article Computer Science, Software Engineering

MVTS-Data Toolkit: A Python package for preprocessing multivariate time series data

Azim Ahmadzadeh et al.

SOFTWAREX (2020)

Article Astronomy & Astrophysics

A Comparison of Flare Forecasting Methods. IV. Evaluating Consecutive-day Forecasting Patterns

Sung-Hong Park et al.

ASTROPHYSICAL JOURNAL (2020)

Article Astronomy & Astrophysics

The Challenge of Machine Learning in Space Weather: Nowcasting and Forecasting

E. Camporeale

SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS (2019)

Article Computer Science, Artificial Intelligence

Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead

Cynthia Rudin

NATURE MACHINE INTELLIGENCE (2019)

Article Astronomy & Astrophysics

Forecasting Solar Flares Using Magnetogram-based Predictors and Machine Learning

Kostas Florios et al.

SOLAR PHYSICS (2018)

Editorial Material Astronomy & Astrophysics

The Importance of Ensemble Techniques for Operational Space Weather Forecasting

Sophie A. Murray

SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS (2018)

Article Astronomy & Astrophysics

Flare forecasting using the evolution of McIntosh sunspot classifications

Aoife E. McCloskey et al.

JOURNAL OF SPACE WEATHER AND SPACE CLIMATE (2018)

Article Astronomy & Astrophysics

A Hybrid Supervised/Unsupervised Machine Learning Approach to Solar Flare Prediction

Federico Benvenuto et al.

ASTROPHYSICAL JOURNAL (2018)

Review Astronomy & Astrophysics

25 Years of Self-Organized Criticality: Solar and Astrophysics

Markus J. Aschwanden et al.

SPACE SCIENCE REVIEWS (2016)

Review Computer Science, Artificial Intelligence

Learning from imbalanced data: open challenges and future directions

Bartosz Krawczyk

PROGRESS IN ARTIFICIAL INTELLIGENCE (2016)

Article Astronomy & Astrophysics

A COMPARISON OF FLARE FORECASTING METHODS. I. RESULTS FROM THE ALL-CLEAR WORKSHOP

G. Barnes et al.

ASTROPHYSICAL JOURNAL (2016)

Article Astronomy & Astrophysics

Ensemble forecasting of major solar flares: First results

J. A. Guerra et al.

SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS (2015)

Article Astronomy & Astrophysics

SOLAR FLARE PREDICTION USING SDO/HMI VECTOR MAGNETIC FIELD DATA WITH A MACHINE-LEARNING ALGORITHM

M. G. Bobra et al.

ASTROPHYSICAL JOURNAL (2015)

Article Astronomy & Astrophysics

The Helioseismic and Magnetic Imager (HMI) Vector Magnetic Field Pipeline: Overview and Performance

J. Todd Hoeksema et al.

SOLAR PHYSICS (2014)

Article Astronomy & Astrophysics

Flare Observations

Arnold O. Benz

Living Reviews in Solar Physics (2013)

Article Astronomy & Astrophysics

TOWARD RELIABLE BENCHMARKING OF SOLAR FLARE FORECASTING METHODS

D. Shaun Bloomfield et al.

ASTROPHYSICAL JOURNAL LETTERS (2012)

Article Astronomy & Astrophysics

Are Solar Active Regions with Major Flares More Fractal, Multifractal, or Turbulent Than Others?

Manolis K. Georgoulis

SOLAR PHYSICS (2012)

Review Astronomy & Astrophysics

An Observational Overview of Solar Flares

L. Fletcher et al.

SPACE SCIENCE REVIEWS (2011)

Article Astronomy & Astrophysics

EVIDENCE THAT TEMPORAL CHANGES IN SOLAR SUBSURFACE HELICITY PRECEDE ACTIVE REGION FLARING

A. A. Reinard et al.

ASTROPHYSICAL JOURNAL LETTERS (2010)

Article Astronomy & Astrophysics

WHAT IS THE RELATIONSHIP BETWEEN PHOTOSPHERIC FLOW FIELDS AND SOLAR FLARES?

Brian T. Welsch et al.

ASTROPHYSICAL JOURNAL (2009)

Review Computer Science, Artificial Intelligence

Learning from Imbalanced Data

Haibo He et al.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2009)

Article Astronomy & Astrophysics

EVALUATING THE PERFORMANCE OF SOLAR FLARE FORECASTING METHODS

G. Barnes et al.

ASTROPHYSICAL JOURNAL LETTERS (2008)

Article Astronomy & Astrophysics

The Solar Optical Telescope for the Hinode mission: An overview

S. Tsuneta et al.

SOLAR PHYSICS (2008)

Article Astronomy & Astrophysics

Updated verification of the Space Weather Prediction Center's solar energetic particle prediction model

Christopher C. Balch

SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS (2008)

Article Astronomy & Astrophysics

The solar soft X-ray background flux and its relation to flare occurrence

AM Veronig et al.

SOLAR PHYSICS (2004)