Data-based Methods for Materials Design and Discovery: Basic Ideas and General Methods - Couverture rigide

Pilania, Ghanshyam; Balachandran, Prasanna V.; Gubernatis, James E.; Lookman, Turab

 
9781681737393: Data-based Methods for Materials Design and Discovery: Basic Ideas and General Methods
Couverture rigide
ISBN 10 : 1681737396 ISBN 13 : 9781681737393
Editeur : Morgan & Claypool Publishers, 2020

Synopsis

Machine learning methods are changing the way we design and discover new materials. This book provides an overview of approaches successfully used in addressing materials problems (alloys, ferroelectrics, dielectrics) with a focus on probabilistic methods, such as Gaussian processes, to accurately estimate density functions. The authors, who have extensive experience in this interdisciplinary field, discuss generalizations where more than one competing material property is involved or data with differing degrees of precision/costs or fidelity/expense needs to be considered.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Morgan & Claypool Publishers
Date d'édition
2020
Langue
anglais
ISBN 10 
1681737396
ISBN 13 
9781681737393
Reliure
Relié
Nombre de pages
188
Coordonnées du fabricant
non disponible
Personne responsable
non disponible

Autres éditions populaires du même titre

9781681737379: Data-based Methods for Materials Design and Discovery: Basic Ideas and General Methods

Edition présentée

ISBN 10 :  168173737X ISBN 13 :  9781681737379
Editeur : Morgan & Claypool Publishers, 2020
Couverture souple