eBook - PDF
Data-Based Methods for Materials Design and Discovery
Basic Ideas and General Methods
Ghanshyam Pilania,Prasanna V. Balachandran,James E. Gubernatis,Turab Lookman
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eBook - PDF
Data-Based Methods for Materials Design and Discovery
Basic Ideas and General Methods
Ghanshyam Pilania,Prasanna V. Balachandran,James E. Gubernatis,Turab Lookman
Book details
Table of contents
Citations
About This Book
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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Topic
Physical SciencesSubtopic
Optics & LightTable of contents
Citation styles for Data-Based Methods for Materials Design and Discovery
APA 6 Citation
Pilania, G., Balachandran, P., Gubernatis, J., & Lookman, T. (2020). Data-Based Methods for Materials Design and Discovery ([edition unavailable]). Springer International Publishing. Retrieved from https://www.perlego.com/book/3706844/databased-methods-for-materials-design-and-discovery-basic-ideas-and-general-methods-pdf (Original work published 2020)
Chicago Citation
Pilania, Ghanshyam, Prasanna Balachandran, James Gubernatis, and Turab Lookman. (2020) 2020. Data-Based Methods for Materials Design and Discovery. [Edition unavailable]. Springer International Publishing. https://www.perlego.com/book/3706844/databased-methods-for-materials-design-and-discovery-basic-ideas-and-general-methods-pdf.
Harvard Citation
Pilania, G. et al. (2020) Data-Based Methods for Materials Design and Discovery. [edition unavailable]. Springer International Publishing. Available at: https://www.perlego.com/book/3706844/databased-methods-for-materials-design-and-discovery-basic-ideas-and-general-methods-pdf (Accessed: 15 October 2022).
MLA 7 Citation
Pilania, Ghanshyam et al. Data-Based Methods for Materials Design and Discovery. [edition unavailable]. Springer International Publishing, 2020. Web. 15 Oct. 2022.