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Accelerating materials property predictions using machine learning

The materials discovery process can be significantly expedited and simplified if we can learn effectively from available knowledge and data. In the present contribution, we show that efficient and accurate prediction of a diverse set of properties of material systems is possible by employing machine...

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Detalles Bibliográficos
Autores principales: Pilania, Ghanshyam, Wang, Chenchen, Jiang, Xun, Rajasekaran, Sanguthevar, Ramprasad, Ramamurthy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3786293/
https://www.ncbi.nlm.nih.gov/pubmed/24077117
http://dx.doi.org/10.1038/srep02810