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0803.2999
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Rate-optimal estimation for a general class of nonparametric regression models with unknown link functions
20 March 2008
J. Horowitz
E. Mammen
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Papers citing
"Rate-optimal estimation for a general class of nonparametric regression models with unknown link functions"
28 / 28 papers shown
Efficient optimization of expensive black-box simulators via marginal means, with application to neutrino detector design
Hwanwoo Kim
Simon Mak
Ann-Kathrin Schuetz
Alan Poon
209
1
0
03 Aug 2025
On the expressiveness and spectral bias of KANs
International Conference on Learning Representations (ICLR), 2024
Yixuan Wang
Jonathan W. Siegel
Ziming Liu
Thomas Y. Hou
516
42
0
02 Oct 2024
KAN: Kolmogorov-Arnold Networks
Ziming Liu
Yixuan Wang
Sachin Vaidya
Fabian Ruehle
James Halverson
Marin Soljacic
Thomas Y. Hou
Max Tegmark
1.3K
1,543
0
30 Apr 2024
Analysis of the rate of convergence of an over-parametrized deep neural network estimate learned by gradient descent
IEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2022
Michael Kohler
A. Krzyżak
271
12
0
04 Oct 2022
Estimating a regression function in exponential families by model selection
Bernoulli (Bernoulli), 2022
Juntong Chen
211
4
0
13 Mar 2022
Rates of convergence for nonparametric estimation of singular distributions using generative adversarial networks
Journal of the Korean Statistical Society (JKSS), 2022
Minwoo Chae
GAN
320
6
0
07 Feb 2022
Structural Sieves
Konrad Menzel
165
1
0
01 Dec 2021
Convergence rates of deep ReLU networks for multiclass classification
Thijs Bos
Johannes Schmidt-Hieber
222
28
0
02 Aug 2021
Nonparametric Regression with Shallow Overparameterized Neural Networks Trained by GD with Early Stopping
Ilja Kuzborskij
Csaba Szepesvári
372
7
0
12 Jul 2021
Deep Quantile Regression: Mitigating the Curse of Dimensionality Through Composition
Guohao Shen
Yuling Jiao
Yuanyuan Lin
J. Horowitz
Jian Huang
479
28
0
10 Jul 2021
A likelihood approach to nonparametric estimation of a singular distribution using deep generative models
Journal of machine learning research (JMLR), 2021
Minwoo Chae
Dongha Kim
Yongdai Kim
Lizhen Lin
632
23
0
09 May 2021
Analysis of the rate of convergence of fully connected deep neural network regression estimates with smooth activation function
S. Langer
94
23
0
12 Oct 2020
Causal Inference of General Treatment Effects using Neural Networks with A Diverging Number of Confounders
Journal of Econometrics (J. Econometrics), 2020
Xiaohong Chen
Wenshu Fan
Shujie Ma
Zheng-Zhong Zhang
CML
612
16
0
15 Sep 2020
The Kolmogorov-Arnold representation theorem revisited
Neural Networks (NN), 2020
Johannes Schmidt-Hieber
353
265
0
31 Jul 2020
Structural adaptation in the density model
Mathematical Statistics and Learning (MSL), 2020
Lepski O.V.
G. Rebelles
266
3
0
25 Feb 2020
Analysis of the rate of convergence of neural network regression estimates which are easy to implement
Alina Braun
Michael Kohler
A. Krzyżak
265
1
0
09 Dec 2019
On the rate of convergence of a neural network regression estimate learned by gradient descent
Alina Braun
Michael Kohler
Harro Walk
166
11
0
09 Dec 2019
Estimation of a function of low local dimensionality by deep neural networks
Michael Kohler
A. Krzyżak
S. Langer
362
7
0
29 Aug 2019
On the rate of convergence of fully connected very deep neural network regression estimates
Michael Kohler
S. Langer
272
40
0
29 Aug 2019
Deep ReLU network approximation of functions on a manifold
Johannes Schmidt-Hieber
297
112
0
02 Aug 2019
Nonparametric regression using deep neural networks with ReLU activation function
Johannes Schmidt-Hieber
825
978
0
22 Aug 2017
Multivariate Intensity Estimation via Hyperbolic Wavelet Selection
N. Akakpo
274
2
0
22 Nov 2016
Structural adaptive deconvolution under
L
p
L_p
L
p
-losses
G. Rebelles
577
16
0
23 Apr 2015
Adaptive estimation over anisotropic functional classes via oracle approach
O. Lepski
340
35
0
18 May 2014
Estimating composite functions by model selection
Y. Baraud
Lucien Birgé
143
47
0
14 Feb 2011
Statistical inference for time-changed Lévy processes via composite characteristic function estimation
Denis Belomestny
594
50
0
01 Mar 2010
Nonparametric estimation of composite functions
A. Juditsky
O. Lepski
Alexandre B. Tsybakov
310
51
0
04 Jun 2009
Additive isotone regression
E. Mammen
Kyusang Yu
527
44
0
06 Sep 2007
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