TY  - BOOK
AU  - Rozza,Gianluigi
AU  - Stabile,Giovanni
AU  - Gunzburger,Max
AU  - D'Elia,Marta
ED  - SpringerLink (Online service)
TI  - Reduction, Approximation, Machine Learning, Surrogates, Emulators and Simulators: RAMSES 
T2  - Lecture Notes in Computational Science and Engineering,
SN  - 9783031550607
AV  - QA297-299.4 
PY  - 2024///
CY  - Cham
PB  - Springer Nature Switzerland, Imprint: Springer
KW  - Numerical analysis
KW  - Machine learning
KW  - Numerical Analysis
KW  - Machine Learning
N1  - 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
N2  - 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
UR  - https://doi.org/10.1007/978-3-031-55060-7
ER  -