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020 _a9783031550607
_9978-3-031-55060-7
024 7 _a10.1007/978-3-031-55060-7
_2doi
050 4 _aQA297-299.4
072 7 _aPBKS
_2bicssc
072 7 _aMAT041000
_2bisacsh
072 7 _aPBKS
_2thema
245 1 0 _aReduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators
_h[electronic resource] :
_bRAMSES /
_cedited by Gianluigi Rozza, Giovanni Stabile, Max Gunzburger, Marta D'Elia.
250 _a1st ed. 2024.
264 1 _aCham :
_bSpringer Nature Switzerland :
_bImprint: Springer,
_c2024.
300 _aX, 259 p. 151 illus., 148 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aLecture Notes in Computational Science and Engineering,
_x2197-7100 ;
_v151
505 0 _aShafqat Ali, Francesco Ballarin and Gianluigi Rozza: An online stabilization method for parametrized viscous flows -- Margarita Chasapi, Pablo Antolin, Annalisa Buffa: Reduced order modelling of nonaffine problems on parameterized NURBS multipatch geometries -- Anton Dereventsov, Joseph Daws, Jr., and Clayton G. Webster: Offline Policy Comparison under Limited Historical Agent-Environment Interactions -- Julien Genovese, Francesco Ballarin, Gianluigi Rozza and Claudio Canuto: Weighted reduced order methods for uncertainty quantification in computational fluid dynamics.
520 _aThis volume is focused on the review of recent algorithmic and mathematical advances and the development of new research directions for Mathematical Model Approximations via RAMSES (Reduced order models, Approximation theory, Machine learning, Surrogates, Emulators, Simulators) in the setting of parametrized partial differential equations also with sparse and noisy data in high-dimensional parameter spaces. The book is a valuable resource for researchers, as well as masters and Ph.D students.
650 0 _aNumerical analysis.
650 0 _aMachine learning.
_955059
650 1 4 _aNumerical Analysis.
650 2 4 _aMachine Learning.
_955059
700 1 _aRozza, Gianluigi.
_eeditor.
_0(orcid)0000-0002-0810-8812
_1https://orcid.org/0000-0002-0810-8812
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700 1 _aStabile, Giovanni.
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_4http://id.loc.gov/vocabulary/relators/edt
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700 1 _aGunzburger, Max.
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
_979205
700 1 _aD'Elia, Marta.
_eeditor.
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_979206
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031550591
776 0 8 _iPrinted edition:
_z9783031550614
776 0 8 _iPrinted edition:
_z9783031550621
830 0 _aLecture Notes in Computational Science and Engineering,
_x2197-7100 ;
_v151
_969968
856 4 0 _uhttps://doi.org/10.1007/978-3-031-55060-7
912 _aZDB-2-SMA
912 _aZDB-2-SXMS
999 _c60966
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