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Data-efficient machine learning for molecular crystal structure prediction

The combination of modern machine learning (ML) approaches with high-quality data from quantum mechanical (QM) calculations can yield models with an unrivalled accuracy/cost ratio. However, such methods are ultimately limited by the computational effort required to produce the reference data. In par...

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Detalles Bibliográficos
Autores principales: Wengert, Simon, Csányi, Gábor, Reuter, Karsten, Margraf, Johannes T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society of Chemistry 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8179468/
https://www.ncbi.nlm.nih.gov/pubmed/34163719
http://dx.doi.org/10.1039/d0sc05765g