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Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods - Synthesis Lectures on Materials and Optics
Ghanshyam Pilania
Data-Based Methods for Materials Design and Discovery: Basic Ideas and General Methods - Synthesis Lectures on Materials and Optics
Ghanshyam Pilania
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.
172 pages, XVI, 172 p.
Mídia | Livros Paperback Book (Livro de capa flexível e brochura) |
Lançado | 6 de março de 2020 |
ISBN13 | 9783031012556 |
Editoras | Springer International Publishing AG |
Páginas | 172 |
Dimensões | 372 g |
Idioma | English |
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