Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods (Bog, Paperback / softback, Engelsk)
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Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods

(Bog, Paperback / softback, Engelsk)
Forfattere: Ghanshyam Pilania, Prasanna V. Balachandran, James E. Gubernatis, Turab Lookman
Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods
Forlag: Springer International Publishing AG

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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.

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Alle detaljer

Forlag Springer International Publishing AG
Forfattere Ghanshyam Pilania, Prasanna V. Balachandran, James E. Gubernatis, Turab Lookman
Type Bog
Format Paperback / softback
Sprog Engelsk
Udgivelsesdato 06-03-2020
Første udgivelsesår 2020
Serie Synthesis Lectures on Materials and Optics
Illustrationer XVI, 172 p.
Originalsprog Switzerland
Sideantal 172
Indbinding Paperback / softback
Forlag Springer International Publishing AG
Sideoplysninger 172 pages, XVI, 172 p.
Mål 235 x 191
ISBN-13 / EAN-13 9783031012556