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

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

12 March 2021

Azim Ahmadzadeh

Dustin J. Kempton

Sushant S. Mahajan

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

18 / 18 papers shown

Title
VSFormer: Value and Shape-Aware Transformer with Prior-Enhanced Self-Attention for Multivariate Time Series Classification Wenjie Xi Rundong Zuo Alejandro Alvarez Jie Zhang Byron Choi Jessica Lin AI4TS 82 0 0 21 Dec 2024
EXCON: Extreme Instance-based Contrastive Representation Learning of Severely Imbalanced Multivariate Time Series for Solar Flare Prediction Onur Vural S. M. Hamdi S. F. Boubrahimi AI4TS 30 1 0 18 Nov 2024
Contrastive Representation Learning for Predicting Solar Flares from Extremely Imbalanced Multivariate Time Series Data Onur Vural S. M. Hamdi S. F. Boubrahimi AI4TS 21 4 0 01 Oct 2024
Enhancing Multivariate Time Series-based Solar Flare Prediction with Multifaceted Preprocessing and Contrastive Learning MohammadReza EskandariNasab S. M. Hamdi S. F. Boubrahimi 19 3 0 21 Sep 2024
ChronoGAN: Supervised and Embedded Generative Adversarial Networks for Time Series Generation MohammadReza EskandariNasab S. M. Hamdi S. F. Boubrahimi GAN AI4TS 28 1 0 21 Sep 2024
Embedding Ordinality to Binary Loss Function for Improving Solar Flare Forecasting Chetraj Pandey Anli Ji Jinsu Hong R. Angryk Berkay Aydin 31 0 0 21 Aug 2024
Class-Based Time Series Data Augmentation to Mitigate Extreme Class Imbalance for Solar Flare Prediction Junzhi Wen R. Angryk AI4TS 26 0 0 31 May 2024
Towards Interpretable Solar Flare Prediction with Attention-based Deep Neural Networks Chetraj Pandey Anli Ji R. Angryk Berkay Aydin 20 5 0 08 Sep 2023
Probabilistic solar flare forecasting using historical magnetogram data Kiera van der Sande A. Muñoz-Jaramillo Subhamoy Chatterjee AI4CE 19 3 0 29 Aug 2023
Explainable Deep Learning-based Solar Flare Prediction with post hoc Attention for Operational Forecasting Chetraj Pandey R. Angryk M. Georgoulis Berkay Aydin 17 6 0 04 Aug 2023
Explaining Full-disk Deep Learning Model for Solar Flare Prediction using Attribution Methods Chetraj Pandey R. Angryk Berkay Aydin FAtt 19 10 0 29 Jul 2023
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 33 2 0 14 Jun 2022
Predicting Solar Flares Using CNN and LSTM on Two Solar Cycles of Active Region Data Zeyu Sun M. Bobra Xiantong Wang Yu Wang Hu Sun T. Gombosi Yang Chen Alfred Hero 25 52 0 07 Apr 2022
Using Multiple Instance Learning for Explainable Solar Flare Prediction C. Huwyler M. Melchior 25 3 0 25 Mar 2022
Feature Selection on a Flare Forecasting Testbed: A Comparative Study of 24 Methods Atharv Yeoleka Sagar Patel Shreejaa Talla Krishna Rukmini Puthucode Azim Ahmadzadeh V. Sadykov R. Angryk 13 4 0 30 Sep 2021
Construction Cost Index Forecasting: A Multi-feature Fusion Approach Tianxiang Zhan Yuanpeng He Fuyuan Xiao 45 0 0 18 Aug 2021
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting Yang Chen Dustin J. Kempton Azim Ahmadzadeh R. Angryk AI4TS 29 12 0 16 May 2021