000 | 02995nam a22005415i 4500 | ||
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001 | 978-3-031-02383-5 | ||
003 | DE-He213 | ||
005 | 20240730163914.0 | ||
007 | cr nn 008mamaa | ||
008 | 220601s2020 sz | s |||| 0|eng d | ||
020 |
_a9783031023835 _9978-3-031-02383-5 |
||
024 | 7 |
_a10.1007/978-3-031-02383-5 _2doi |
|
050 | 4 | _aQC685-689.55 | |
050 | 4 | _aTA1671-1707 | |
072 | 7 |
_aPHJL _2bicssc |
|
072 | 7 |
_aSCI053000 _2bisacsh |
|
072 | 7 |
_aPHJL _2thema |
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082 | 0 | 4 |
_a621,366 _223 |
100 | 1 |
_aPilania, Ghanshyam. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _981142 |
|
245 | 1 | 0 |
_aData-Based Methods for Materials Design and Discovery _h[electronic resource] : _bBasic Ideas and General Methods / _cby Ghanshyam Pilania, Prasanna V. Balachandran, James E. Gubernatis, Turab Lookman. |
250 | _a1st ed. 2020. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2020. |
|
300 |
_aXVI, 172 p. _bonline resource. |
||
336 |
_atext _btxt _2rdacontent |
||
337 |
_acomputer _bc _2rdamedia |
||
338 |
_aonline resource _bcr _2rdacarrier |
||
347 |
_atext file _bPDF _2rda |
||
490 | 1 |
_aSynthesis Lectures on Materials and Optics, _x2691-1949 |
|
505 | 0 | _aPreface -- Acknowledgments -- Introduction -- Materials Representations -- Learning with Large Databases -- Learning with Small Databases -- Multi-Objective Learning -- Multi-Fidelity Learning -- Some Closing Thoughts -- Authors' Biographies. | |
520 | _aMachine 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. | ||
650 | 0 |
_aLasers. _97879 |
|
650 | 0 |
_aMaterials science. _95803 |
|
650 | 1 | 4 |
_aLaser. _931624 |
650 | 2 | 4 |
_aMaterials Science. _95803 |
700 | 1 |
_aBalachandran, Prasanna V. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _981143 |
|
700 | 1 |
_aGubernatis, James E. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _981144 |
|
700 | 1 |
_aLookman, Turab. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut _981145 |
|
710 | 2 |
_aSpringerLink (Online service) _981146 |
|
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783031012556 |
776 | 0 | 8 |
_iPrinted edition: _z9783031002472 |
776 | 0 | 8 |
_iPrinted edition: _z9783031035111 |
830 | 0 |
_aSynthesis Lectures on Materials and Optics, _x2691-1949 _981147 |
|
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-031-02383-5 |
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942 | _cEBK | ||
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