Using feature importance as an exploratory data analysis tool on Earth system models

<p>Machine learning (ML) models are commonly used to generate predictions, but these models can also support the discovery of new science. Generating accurate predictions necessitates that a model captures the structure of the underlying data. If the structure is properly extracted, ML could b...

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Bibliographic Details
Main Authors: D. Ries, K. Goode, K. McClernon, B. Hillman
Format: Article
Language:English
Published: Copernicus Publications 2025-02-01
Series:Geoscientific Model Development
Online Access:https://gmd.copernicus.org/articles/18/1041/2025/gmd-18-1041-2025.pdf
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