Generalization Properties of Learning with Random Features

14 February 2016

Papers citing "Generalization Properties of Learning with Random Features"

14 / 64 papers shown

Title
Reconciling modern machine learning practice and the bias-variance trade-off M. Belkin Daniel J. Hsu Siyuan Ma Soumik Mandal 36 1,610 0 28 Dec 2018
On Kernel Derivative Approximation with Random Fourier Features Z. Szabó Bharath K. Sriperumbudur 26 12 0 11 Oct 2018
$Streaming Kernel PCA with $\tilde{O}(\sqrt{n})$ Random Features$ Streaming Kernel PCA with $\tilde{O}(\sqrt{n})$ Random Features Enayat Ullah Poorya Mianjy T. V. Marinov R. Arora 25 20 0 02 Aug 2018
Manifold Structured Prediction Alessandro Rudi C. Ciliberto Gian Maria Marconi Lorenzo Rosasco 20 18 0 26 Jun 2018
Differential Properties of Sinkhorn Approximation for Learning with Wasserstein Distance Giulia Luise Alessandro Rudi Massimiliano Pontil C. Ciliberto OT 24 130 0 30 May 2018
Relating Leverage Scores and Density using Regularized Christoffel Functions Edouard Pauwels Francis R. Bach Jean-Philippe Vert 13 20 0 21 May 2018
Random Fourier Features for Kernel Ridge Regression: Approximation Bounds and Statistical Guarantees H. Avron Michael Kapralov Cameron Musco Christopher Musco A. Velingker A. Zandieh 6 155 0 26 Apr 2018
Instance Optimal Decoding and the Restricted Isometry Property Nicolas Keriven Rémi Gribonval 19 8 0 27 Feb 2018
Intriguing Properties of Randomly Weighted Networks: Generalizing While Learning Next to Nothing Amir Rosenfeld John K. Tsotsos MLT 24 51 0 02 Feb 2018
Exponential convergence of testing error for stochastic gradient methods Loucas Pillaud-Vivien Alessandro Rudi Francis R. Bach 19 31 0 13 Dec 2017
Invariance of Weight Distributions in Rectified MLPs Russell Tsuchida Farbod Roosta-Khorasani M. Gallagher MLT 24 35 0 24 Nov 2017
Batched Large-scale Bayesian Optimization in High-dimensional Spaces Zi Wang Clement Gehring Pushmeet Kohli Stefanie Jegelka UQCV 9 209 0 05 Jun 2017
Orthogonal Random Features Felix X. Yu A. Suresh K. Choromanski D. Holtmann-Rice Sanjiv Kumar 19 217 0 28 Oct 2016
Sharp analysis of low-rank kernel matrix approximations Francis R. Bach 86 277 0 09 Aug 2012