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Machine learning reveals orbital interaction in materials

We propose a novel representation of materials named an ‘orbital-field matrix (OFM)’, which is based on the distribution of valence shell electrons. We demonstrate that this new representation can be highly useful in mining material data. Experimental investigation shows that the formation energies...

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Detalles Bibliográficos
Autores principales: Lam Pham, Tien, Kino, Hiori, Terakura, Kiyoyuki, Miyake, Takashi, Tsuda, Koji, Takigawa, Ichigaku, Chi Dam, Hieu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5678453/
https://www.ncbi.nlm.nih.gov/pubmed/29152012
http://dx.doi.org/10.1080/14686996.2017.1378060