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Naturally-meaningful and efficient descriptors: machine learning of material properties based on robust one-shot ab initio descriptors

Establishing a data-driven pipeline for the discovery of novel materials requires the engineering of material features that can be feasibly calculated and can be applied to predict a material’s target properties. Here we propose a new class of descriptors for describing crystal structures, which we...

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Detalles Bibliográficos
Autores principales: Tawfik, Sherif Abdulkader, Russo, Salvy P.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9644534/
https://www.ncbi.nlm.nih.gov/pubmed/36348412
http://dx.doi.org/10.1186/s13321-022-00658-9