03504nam 22006735 450 991086658150332120251217115612.09783031550607(electronic bk.)978303155059110.1007/978-3-031-55060-7(MiAaPQ)EBC31502900(Au-PeEL)EBL31502900(CKB)32460328700041(DE-He213)978-3-031-55060-7(OCoLC)1443082025(EXLCZ)993246032870004120240624d2024 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierReduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators RAMSES /edited by Gianluigi Rozza, Giovanni Stabile, Max Gunzburger, Marta D'Elia1st ed. 2024.Cham :Springer Nature Switzerland :Imprint: Springer,2024.1 online resource (265 pages)Lecture Notes in Computational Science and Engineering,2197-7100 ;151Print version: Rozza, Gianluigi Reduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators Cham : Springer,c2024 9783031550591 Shafqat 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.This 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.Lecture Notes in Computational Science and Engineering,2197-7100 ;151Numerical analysisMachine learningNumerical AnalysisMachine LearningAprenentatge automàticthubTeoria de l'aproximacióthubModels matemàticsthubEquacions en derivades parcialsthubLlibres electrònicsthubNumerical analysis.Machine learning.Numerical Analysis.Machine Learning.Aprenentatge automàticTeoria de l'aproximacióModels matemàticsEquacions en derivades parcials.511.8Rozza Gianluigi755859Stabile Giovanni1801209Gunzburger Max1801210D'Elia Marta1801211MiAaPQMiAaPQMiAaPQ9910866581503321Reduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators4346337UNINA