Data-Based Methods for Materials Design and Discovery
Basic Ideas and General Methods
Series: Synthesis Lectures on Materials and Optics;
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36 083 Ft (34 365 Ft + 5% VAT)
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Product details:
- Publisher Morgan & Claypool Publishers
- Date of Publication 30 March 2020
- Number of Volumes Paperback
- ISBN 9781681737379
- Binding Paperback
- No. of pages188 pages
- Size 235x191 mm
- Language English 0
Categories
Short description:
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.
MoreLong description:
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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