Estimation error analysis of deep learning on the regression problem on the variable exponent Besov space

23 September 2020

Papers citing "Estimation error analysis of deep learning on the regression problem on the variable exponent Besov space"

14 / 14 papers shown

Title
Deep learning from strongly mixing observations: Sparse-penalized regularization and minimax optimality William Kengne Modou Wade 66 1 0 12 Jun 2024
How many samples are needed to train a deep neural network? Pegah Golestaneh Mahsa Taheri Johannes Lederer 76 4 0 26 May 2024
Robust deep learning from weakly dependent data William Kengne Modou Wade OOD 82 2 0 08 May 2024
Sup-Norm Convergence of Deep Neural Network Estimator for Nonparametric Regression by Adversarial Training Masaaki Imaizumi AAML 68 4 0 08 Jul 2023
Penalized deep neural networks estimator with general loss functions under weak dependence William Kengne Modou Wade 66 2 0 10 May 2023
Pointwise convergence of Fourier series and deep neural network for the indicator function of d-dimensional ball Ryota Kawasumi Tsuyoshi Yoneda 18 0 0 17 Apr 2023
Pairwise Ranking with Gaussian Kernels Guanhang Lei Lei Shi 89 2 0 06 Apr 2023
Sparse-penalized deep neural networks estimator under weak dependence William Kengne Modou Wade 64 6 0 02 Mar 2023
Confidence-Nets: A Step Towards better Prediction Intervals for regression Neural Networks on small datasets M. Altayeb A. Elamin Hozaifa Ahmed Eithar Elfatih Elfadil Ibrahim Omer Haydar Saba Abdulaziz Najlaa H. M. Mohamed UQCV 29 0 0 31 Oct 2022
DeepMed: Semiparametric Causal Mediation Analysis with Debiased Deep Learning Siqi Xu Lin Liu Zhong Liu CML MedIm 67 9 0 10 Oct 2022
Adaptive deep learning for nonlinear time series models Daisuke Kurisu Riku Fukami Yuta Koike AI4TS 58 6 0 06 Jul 2022
On the inability of Gaussian process regression to optimally learn compositional functions M. Giordano Kolyan Ray Johannes Schmidt-Hieber 116 13 0 16 May 2022
Drift estimation for a multi-dimensional diffusion process using deep neural networks Akihiro Oga Yuta Koike DiffM 54 6 0 26 Dec 2021
Nonconvex sparse regularization for deep neural networks and its optimality Ilsang Ohn Yongdai Kim 61 19 0 26 Mar 2020