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Titlebook: Sparse Grids and Applications - Miami 2016; Jochen Garcke,Dirk Pflüger,Guannan Zhang Conference proceedings 2018 Springer International Pu

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发表于 2025-3-21 18:02:10 | 显示全部楼层 |阅读模式
书目名称Sparse Grids and Applications - Miami 2016
编辑Jochen Garcke,Dirk Pflüger,Guannan Zhang
视频video
丛书名称Lecture Notes in Computational Science and Engineering
图书封面Titlebook: Sparse Grids and Applications - Miami 2016;  Jochen Garcke,Dirk Pflüger,Guannan Zhang Conference proceedings 2018 Springer International Pu
描述.Sparse grids are a popular tool for the numerical treatment of high-dimensional problems. Where classical numerical discretization schemes fail in more than three or four dimensions, sparse grids, in their different flavors, are frequently the method of choice.. .This volume of LNCSE presents selected papers from the proceedings of the fourth workshop on sparse grids and applications, and demonstrates once again the importance of this numerical discretization scheme. The articles present recent advances in the numerical analysis of sparse grids in connection with a range of applications including computational chemistry, computational fluid dynamics, and big data analytics, to name but a few..
出版日期Conference proceedings 2018
关键词sparse grids; high-dimensional approximation; efficient data structures and algorithms; uncertainty qua
版次1
doihttps://doi.org/10.1007/978-3-319-75426-0
isbn_softcover978-3-030-09227-6
isbn_ebook978-3-319-75426-0Series ISSN 1439-7358 Series E-ISSN 2197-7100
issn_series 1439-7358
copyrightSpringer International Publishing AG, part of Springer Nature 2018
The information of publication is updating

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Comparing Nested Sequences of Leja and PseudoGauss Points to Interpolate in 1D and Solve the Schroee a 9D vibrational Schroedinger equation. Collocation has the advantage that it obviates the need to compute integrals with quadrature. A multi-dimension sparse grid is built from the Leja points and Hermite-type basis functions by restricting sparse grid levels .. using ∑...(..) ≤ ., where ..(..) i
发表于 2025-3-22 03:19:04 | 显示全部楼层
On the Convergence Rate of Sparse Grid Least Squares Regression,st 15 years, a thorough theoretical analysis of stability properties, error decay behavior and appropriate couplings between the dataset size and the grid size has not been provided yet. In this paper, we will present a framework which will allow us to close this gap and rigorously derive upper boun
发表于 2025-3-22 07:31:34 | 显示全部楼层
Multilevel Adaptive Stochastic Collocation with Dimensionality Reduction,e applications. Standard MLSC typically employs grids with predetermined resolutions. Even more, stochastic dimensionality reduction has not been considered in previous MLSC formulations. In this paper, we design an MLSC approach in terms of adaptive sparse grids for stochastic discretization and co
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Sparse Grid Quadrature Rules Based on Conformal Mappings,e in the multidimensional setting. In one dimension, computation of an integral involving an analytic function using these transformed quadrature rules can improve the convergence rate by a factor approaching .∕2 versus classical interpolatory quadrature (Hale and Trefethen, SIAM J Numer Anal 46:930
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Solving Dynamic Portfolio Choice Models in Discrete Time Using Spatially Adaptive Sparse Grids,tive sparse grids. In doing so, I focus on Bellman equations used in finance, specifically to model dynamic portfolio choice over the life cycle. Since the complexity of the dynamic programming approach—and other approaches—grows exponentially in the dimension of the (continuous) state space, it suf
发表于 2025-3-23 02:19:52 | 显示全部楼层
Adaptive Sparse Grid Construction in a Context of Local Anisotropy and Multiple Hierarchical Parentd basis functions are constructed from tensors of a one dimensional hierarchical rule. We consider four different hierarchies that are tailored towards general functions, high or low order polynomial approximation, or functions that satisfy homogeneous boundary conditions. The main advantage of the
发表于 2025-3-23 06:09:05 | 显示全部楼层
,Smolyak’s Algorithm: A Powerful Black Box for the Acceleration of Scientific Computations, on multidimensional integration and interpolation. Since then, it has been generalized in multiple directions and has been associated with the keywords: sparse grids, hyperbolic cross approximation, combination technique, and multilevel methods. Variants of Smolyak’s algorithm have been employed in
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