Algorithmic Mathematics in Machine Learning
Bastian Bohn, Jochen Garcke, Michael Griebel
Häftad, 2024
770 kr
Sparse Grids and Applications
AvJochen Garcke,Michael Griebel
Inbunden, Engelska, 2012
Del 88 i serien Lecture Notes in Computational Science and Engineering
1 102 kr
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Beskrivning
In the recent decade, there has been a growing interest in the numerical treatment of high-dimensional problems. It is well known that classical numerical discretization schemes fail in more than three or four dimensions due to the curse of dimensionality. The technique of sparse grids helps overcome this problem to some extent under suitable regularity assumptions. This discretization approach is obtained from a multi-scale basis by a tensor product construction and subsequent truncation of the resulting multiresolution series expansion. This volume of LNCSE is a collection of the papers from the proceedings of the workshop on sparse grids and its applications held in Bonn in May 2011. The selected articles present recent advances in the mathematical understanding and analysis of sparse grid discretization. Aspects arising from applications are given particular attention.
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