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2019

Bastian Bohn, Michael Griebel and Jens Oettershagen
Optimally rotated coordinate systems for adaptive least-squares regression on sparse grids
2019
https://ins.uni-bonn.de/media/public/publication-media/INSPreprint_RotRegr.pdf

2018

B. Bohn
On the convergence rate of sparse grid least squares regression
In J. Garcke and D. Pflüger and C. Webster and G. Zhang, editor, Sparse Grids and Applications - Miami 2016, Volume 123 of Lecture Notes in Computational Science and Engineering
page 19--41.
Publisher: Springer
2018

http://wissrech.ins.uni-bonn.de/research/pub/bohn/INSPreprint_SGLeastSquares.pdf

2017

B. Bohn and M. Griebel
Error estimates for multivariate regression on discretized function spaces
SIAM Journal on Numerical Analysis, 55(4): 1843--1866 2017
10.1137/15M1013973
B. Bohn, M. Griebel and C. Rieger
A representer theorem for deep kernel learning
2017
http://wissrech.ins.uni-bonn.de/research/pub/bohn/INSPreprint_concatRegr.pdf

2016

B. Bohn, J. Garcke and M. Griebel
A sparse grid based method for generative dimensionality reduction of high-dimensional data
Journal of Computational Physics, 309: 1--17 2016
https://www.sciencedirect.com/science/article/pii/S0021999115008529