Bauer, Benedikt and Kohler, Michael (2019):
On deep learning as a remedy for the curse of dimensionality in nonparametric regression.
In: The Annals of Statistics, 47 (4), Institute of Mathematical Statistics, pp. 2261-2285, ISSN 0090-5364,
DOI: 10.1214/18-AOS1747,
[Article]

Bauer, Benedikt (2018):
Statistische Aspekte der Schätzung von Ersatzmodellen und des Deep Learnings in hohen Dimensionen.
München, Verlag Dr. Hut, TU Darmstadt, ISBN 978-3-8439-3466-4,
[Ph.D. Thesis]

Bauer, Benedikt and Heimrich, Felix and Kohler, Michael and Krzyzak, Adam (2017):
On estimation of surrogate models for multivariate computer experiments.
In: Annals of the Institute of Statistical Mathematics, 69Springer, ISSN 1572-9052,
[Online-Edition: Http://10.1007/s10463-017-0627-8],
[Article]

Bauer, Benedikt and Devroye, Luc and Kohler, Michael and Krzyzak, Adam and Walk, Harro (2017):
Nonparametric estimation of a function from noiseless observations at random points.
In: Journal of Multivariate Analysis, [Article]