Data-Based Methods for Materials Design and Discovery (Record no. 85114)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02995nam a22005415i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 978-3-031-02383-5 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20240730163914.0 |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 220601s2020 sz | s |||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| ISBN | 9783031023835 |
| -- | 978-3-031-02383-5 |
| 082 04 - CLASSIFICATION NUMBER | |
| Call Number | 621,366 |
| 100 1# - AUTHOR NAME | |
| Author | Pilania, Ghanshyam. |
| 245 10 - TITLE STATEMENT | |
| Title | Data-Based Methods for Materials Design and Discovery |
| Sub Title | Basic Ideas and General Methods / |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st ed. 2020. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Number of Pages | XVI, 172 p. |
| 490 1# - SERIES STATEMENT | |
| Series statement | Synthesis Lectures on Materials and Optics, |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Remark 2 | Preface -- Acknowledgments -- Introduction -- Materials Representations -- Learning with Large Databases -- Learning with Small Databases -- Multi-Objective Learning -- Multi-Fidelity Learning -- Some Closing Thoughts -- Authors' Biographies. |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc | 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. |
| 700 1# - AUTHOR 2 | |
| Author 2 | Balachandran, Prasanna V. |
| 700 1# - AUTHOR 2 | |
| Author 2 | Gubernatis, James E. |
| 700 1# - AUTHOR 2 | |
| Author 2 | Lookman, Turab. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | https://doi.org/10.1007/978-3-031-02383-5 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
| Koha item type | eBooks |
| 264 #1 - | |
| -- | Cham : |
| -- | Springer International Publishing : |
| -- | Imprint: Springer, |
| -- | 2020. |
| 336 ## - | |
| -- | text |
| -- | txt |
| -- | rdacontent |
| 337 ## - | |
| -- | computer |
| -- | c |
| -- | rdamedia |
| 338 ## - | |
| -- | online resource |
| -- | cr |
| -- | rdacarrier |
| 347 ## - | |
| -- | text file |
| -- | |
| -- | rda |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Lasers. |
| 650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Materials science. |
| 650 14 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Laser. |
| 650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
| -- | Materials Science. |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| -- | 2691-1949 |
| 912 ## - | |
| -- | ZDB-2-SXSC |
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