Title: Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods (Synthesis Lectures on Materials and Optics)
Publisher: Morgan & Claypool Publishers
Publication Date: 2020
Language: English
ISBN 10: 1681737396
ISBN 13: 9781681737393
Binding: hardcover
Condition: Very Good

About this title

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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