Risk Bounds for High-dimensional Ridge Function Combinations Including
Neural Networks

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Risk Bounds for High-dimensional Ridge Function Combinations Including Neural Networks

5 July 2016

Jason M. Klusowski

Andrew R. Barron

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Papers citing "Risk Bounds for High-dimensional Ridge Function Combinations Including Neural Networks"

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Title
Universal approximation results for neural networks with non-polynomial activation function over non-compact domains Ariel Neufeld Philipp Schmocker 51 3 0 18 Oct 2024
Learning Combinations of Sigmoids Through Gradient Estimation Stratis Ioannidis Andrea Montanari 30 2 0 22 Aug 2017
Recovery Guarantees for One-hidden-layer Neural Networks Kai Zhong Zhao Song Prateek Jain Peter L. Bartlett Inderjit S. Dhillon MLT 175 337 0 10 Jun 2017
Minimax Lower Bounds for Ridge Combinations Including Neural Nets Jason M. Klusowski Andrew R. Barron 77 22 0 09 Feb 2017
Learning Halfspaces and Neural Networks with Random Initialization Yuchen Zhang Jason D. Lee Martin J. Wainwright Michael I. Jordan 54 36 0 25 Nov 2015
$$\ell_1$-regularized Neural Networks are Improperly Learnable in Polynomial Time$ $\ell_1$ -regularized Neural Networks are Improperly Learnable in Polynomial Time Yuchen Zhang Jason D. Lee Michael I. Jordan 186 103 0 13 Oct 2015
Learning by Transduction A. Gammerman V. Vovk V. Vapnik 186 515 0 30 Jan 2013
Tensor decompositions for learning latent variable models Anima Anandkumar Rong Ge Daniel J. Hsu Sham Kakade Matus Telgarsky 440 1,145 0 29 Oct 2012
$Minimax rates of estimation for high-dimensional linear regression over $\ell_q$-balls$ Minimax rates of estimation for high-dimensional linear regression over $\ell_q$ -balls Garvesh Raskutti Martin J. Wainwright Bin Yu 220 575 0 11 Oct 2009
Some sharp performance bounds for least squares regression with $L_1$ regularization Tong Zhang 136 270 0 20 Aug 2009
Approximation and learning by greedy algorithms Andrew R. Barron A. Cohen W. Dahmen Ronald A. DeVore 335 323 0 12 Mar 2008
Aggregation for Gaussian regression F. Bunea Alexandre B. Tsybakov M. Wegkamp 507 362 0 19 Oct 2007