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

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

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

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.

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9781681737379: Data-based Methods for Materials Design and Discovery: Basic Ideas and General Methods (Synthesis Lectures on Materials and Optics)

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ISBN 10:  168173737X ISBN 13:  9781681737379
Publisher: Morgan & Claypool, 2020
Softcover