An Interpretable Transformer Model for Operational Flare Forecasting

Interpretable machine learning tools including LIME (Local Interpretable Model-agnostic Explanations) and ALE (Accumulated Local Effects) are incorporated into a transformer-based deep learning model, named SolarFlareNet, to interpret the predictions made by the model.  SolarFlareNet is implemented...

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Bibliographic Details
Main Authors: Yasser Abduallah, Vinay Ram Gazula, Jason T. L. Wang
Format: Article
Language:English
Published: LibraryPress@UF 2024-05-01
Series:Proceedings of the International Florida Artificial Intelligence Research Society Conference
Subjects:
Online Access:https://journals.flvc.org/FLAIRS/article/view/135327
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