Fast convergence rates of deep neural networks for classification

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Fast convergence rates of deep neural networks for classification

10 December 2018

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Papers citing "Fast convergence rates of deep neural networks for classification"

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Title
High-dimensional classification problems with Barron regular boundaries under margin conditions Jonathan García Philipp Petersen 121 1 0 10 Dec 2024
Adaptivity of deep ReLU network for learning in Besov and mixed smooth Besov spaces: optimal rate and curse of dimensionality Taiji Suzuki 179 245 0 18 Oct 2018
Deep Neural Networks Learn Non-Smooth Functions Effectively Masaaki Imaizumi Kenji Fukumizu 145 124 0 13 Feb 2018
Optimal approximation of piecewise smooth functions using deep ReLU neural networks P. Petersen Felix Voigtländer 223 475 0 15 Sep 2017
Nonparametric regression using deep neural networks with ReLU activation function Johannes Schmidt-Hieber 230 811 0 22 Aug 2017
Error bounds for approximations with deep ReLU networks Dmitry Yarotsky 195 1,230 0 03 Oct 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 181 2,339 0 12 Aug 2016
On the Expressive Power of Deep Neural Networks M. Raghu Ben Poole Jon M. Kleinberg Surya Ganguli Jascha Narain Sohl-Dickstein 61 790 0 16 Jun 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 479 2,573 0 25 Jan 2016
The Power of Depth for Feedforward Neural Networks Ronen Eldan Ohad Shamir 216 732 0 12 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 313 6,681 0 08 Jun 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 463 43,328 0 11 Feb 2015
On the Number of Linear Regions of Deep Neural Networks Guido Montúfar Razvan Pascanu Kyunghyun Cho Yoshua Bengio 90 1,254 0 08 Feb 2014
Statistical performance of support vector machines Gilles Blanchard Olivier Bousquet P. Massart 382 161 0 03 Apr 2008
Fast learning rates for plug-in classifiers Jean-Yves Audibert Alexandre B. Tsybakov 575 465 0 17 Aug 2007
Fast rates for support vector machines using Gaussian kernels Ingo Steinwart C. Scovel 286 284 0 14 Aug 2007