Data-based Methods for Materials Design and Discovery: Basic Ideas and General Methods (Synthesis Lectures on Materials and Optics) - Softcover

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

 
9781681737379: Data-based Methods for Materials Design and Discovery: Basic Ideas and General Methods (Synthesis Lectures on Materials and Optics)
Softcover
ISBN 10: 168173737X ISBN 13: 9781681737379
Verlag: Morgan & Claypool Publishers, 2020

Inhaltsangabe

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.

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Verlag
Morgan & Claypool Publishers
Erscheinungsdatum
2020
Sprache
Englisch
ISBN 10 
168173737X
ISBN 13 
9781681737379
Einband
Taschenbuch
Anzahl der Seiten
188
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Nicht verfügbar

Weitere beliebte Ausgaben desselben Titels

9781681737393: Data-based Methods for Materials Design and Discovery: Basic Ideas and General Methods (Synthesis Lectures on Materials and Optics)

Vorgestellte Ausgabe

ISBN 10:  1681737396 ISBN 13:  9781681737393
Verlag: Morgan & Claypool Publishers, 2020
Hardcover