On the rates of convergence for learning with convolutional neural networks

25 March 2024

Papers citing "On the rates of convergence for learning with convolutional neural networks"

14 / 14 papers shown

Title
Classification with Deep Neural Networks and Logistic Loss Zihan Zhang Lei Shi Ding-Xuan Zhou 55 16 0 31 Jul 2023
Optimal Approximation of Zonoids and Uniform Approximation by Shallow Neural Networks Jonathan W. Siegel 270 7 0 28 Jul 2023
Approximation bounds for norm constrained neural networks with applications to regression and GANs Yuling Jiao Yang Wang Yunfei Yang 50 20 0 24 Jan 2022
Convergence rates of deep ReLU networks for multiclass classification Thijs Bos Johannes Schmidt-Hieber 55 22 0 02 Aug 2021
Characterization of the Variation Spaces Corresponding to Shallow Neural Networks Jonathan W. Siegel Jinchao Xu 108 43 0 28 Jun 2021
Universal Consistency of Deep Convolutional Neural Networks Shao-Bo Lin Kaidong Wang Yao Wang Ding-Xuan Zhou 52 23 0 23 Jun 2021
Sharp Bounds on the Approximation Rates, Metric Entropy, and $n$ -widths of Shallow Neural Networks Jonathan W. Siegel Jinchao Xu 115 87 0 29 Jan 2021
Theory of Deep Convolutional Neural Networks II: Spherical Analysis Zhiying Fang Han Feng Shuo Huang Ding-Xuan Zhou 76 37 0 28 Jul 2020
Deep Network Approximation for Smooth Functions Jianfeng Lu Zuowei Shen Haizhao Yang Shijun Zhang 97 247 0 09 Jan 2020
Universality of Deep Convolutional Neural Networks Ding-Xuan Zhou HAI PINN 412 514 0 28 May 2018
Optimal approximation of continuous functions by very deep ReLU networks Dmitry Yarotsky 176 293 0 10 Feb 2018
Nonparametric regression using deep neural networks with ReLU activation function Johannes Schmidt-Hieber 220 810 0 22 Aug 2017
Fast learning rates for plug-in classifiers Jean-Yves Audibert Alexandre B. Tsybakov 545 465 0 17 Aug 2007
Fast rates for support vector machines using Gaussian kernels Ingo Steinwart C. Scovel 280 284 0 14 Aug 2007