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portada Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods
Type
Physical Book
Publisher
Language
English
Pages
172
Format
Paperback
Dimensions
23.5 x 19.1 x 1.0 cm
Weight
0.34 kg.
ISBN13
9783031012556
Edition No.
1

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

Ghanshyam Pilania (Author) · Prasanna V. Balachandran (Author) · James E. Gubernatis (Author) · Springer · Paperback

Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods - Pilania, Ghanshyam ; Balachandran, Prasanna V. ; Gubernatis, James E.

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Synopsis "Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods"

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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The book is written in English.
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