Bayesian Optimization for Materials Science
This book provides a short and concise introduction to Bayesian optimization specifically for experimental and computational materials scientists. After explaining the basic idea behind Bayesian optimization and some applications to materials science in Chapter 1, the mathematical theory of Bayesian...
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| Format: | eBook |
| Language: | English |
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Singapore
Springer Nature Singapore
2017, 2017
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| Edition: | 1st ed. 2017 |
| Series: | SpringerBriefs in the Mathematics of Materials
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| Subjects: | |
| Online Access: | |
| Collection: | Springer eBooks 2005- - Collection details see MPG.ReNa |
Table of Contents:
- Chapter 1. Overview of Bayesian optimization in materials science
- Chapter 2. Theory of Bayesian optimization
- Chapter 3. Bayesian optimization of molecules adsorbed to metal surfaces