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Incorporation of local structure into kriging models for the prediction of atomistic properties in the water decamer

Machine learning algorithms have been demonstrated to predict atomistic properties approaching the accuracy of quantum chemical calculations at significantly less computational cost. Difficulties arise, however, when attempting to apply these techniques to large systems, or systems possessing excess...

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Detalles Bibliográficos
Autores principales: Davie, Stuart J, Di Pasquale, Nicodemo, Popelier, Paul L. A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5031213/
https://www.ncbi.nlm.nih.gov/pubmed/27535711
http://dx.doi.org/10.1002/jcc.24465