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Machine learning of material properties: Predictive and interpretable multilinear models

Machine learning models can provide fast and accurate predictions of material properties but often lack transparency. Interpretability techniques can be used with black box solutions, or alternatively, models can be created that are directly interpretable. We revisit material datasets used in severa...

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Detalles Bibliográficos
Autores principales: Allen, Alice E. A., Tkatchenko, Alexandre
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9075804/
https://www.ncbi.nlm.nih.gov/pubmed/35522750
http://dx.doi.org/10.1126/sciadv.abm7185