Discovering charge density functionals and structure-property relationships with PROPhet: A general framework for coupling machine learning and first-principles methods

Modern ab initio methods have rapidly increased our understanding of solid state materials properties, chemical reactions, and the quantum interactions between atoms. However, poor scaling often renders direct ab initio calculations intractable for large or complex systems. There are two obvious ave...

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Bibliographic Details
Main Authors: Kolb, Brian (Contributor), Lentz, Levi Carl (Contributor), Kolpak, Alexie M. (Contributor)
Other Authors: Massachusetts Institute of Technology. Department of Mechanical Engineering (Contributor)
Format: Article
Language:English
Published: Nature Publishing Group, 2017-06-20T15:28:38Z.
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