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001 978-3-031-02383-5
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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
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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
912 _aZDB-2-SXSC
942 _cEBK
999 _c85114
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