2 papers
cs.LG2024
Class-Based Time Series Data Augmentation to Mitigate Extreme Class Imbalance for Solar Flare Prediction
Junzhi Wen, Rafal A. Angryk
Time series data plays a crucial role across various domains, making it valuable for decision-making and predictive modeling. Machine learning (ML) and deep learning (DL) have show…
cs.LG2022
Improving Solar Flare Prediction by Time Series Outlier Detection
Junzhi Wen, Md Reazul Islam, Azim Ahmadzadeh +1
Solar flares not only pose risks to outer space technologies and astronauts' well being, but also cause disruptions on earth to our hight-tech, interconnected infrastructure our li…