Interpretable models for extrapolation in scientific machine learning

Digital Discovery, 2023, 2,1425-1435
DOI: 10.1039/D3DD00082F, Paper
Open Access Open Access
Creative Commons Licence  This article is licensed under a Creative Commons Attribution 3.0 Unported Licence.
Eric S. Muckley, James E. Saal, Bryce Meredig, Christopher S. Roper, John H. Martin
On average, simple linear models perform equivalently to black box machine learning models on extrapolation tasks.
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