Quickly Finding the Best Linear Model in High Dimensions

3 July 2019

Papers citing "Quickly Finding the Best Linear Model in High Dimensions"

21 / 21 papers shown

Title
Stochastic Gradient Descent Learns State Equations with Nonlinear Activations Samet Oymak 38 43 0 09 Sep 2018
The Mismatch Principle: The Generalized Lasso Under Large Model Uncertainties Martin Genzel Gitta Kutyniok 18 2 0 20 Aug 2018
The Generalized Lasso for Sub-gaussian Measurements with Dithered Quantization Christos Thrampoulidis A. S. Rawat MQ 50 30 0 18 Jul 2018
Are ResNets Provably Better than Linear Predictors? Ohad Shamir 36 54 0 18 Apr 2018
Structured Control Nets for Deep Reinforcement Learning Mario Srouji Jian Zhang Ruslan Salakhutdinov 54 43 0 22 Feb 2018
Learning Compact Neural Networks with Regularization Samet Oymak MLT 66 39 0 05 Feb 2018
On Stein's Identity and Near-Optimal Estimation in High-dimensional Index Models Zhuoran Yang Krishnakumar Balasubramanian Han Liu 20 15 0 26 Sep 2017
Fast and Reliable Parameter Estimation from Nonlinear Observations Samet Oymak Mahdi Soltanolkotabi 137 25 0 23 Oct 2016
Tradeoffs between Convergence Speed and Reconstruction Accuracy in Inverse Problems Raja Giryes Yonina C. Eldar A. Bronstein Guillermo Sapiro 47 85 0 30 May 2016
High-Dimensional Estimation of Structured Signals from Non-Linear Observations with General Convex Loss Functions Martin Genzel 254 45 0 10 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.6K 192,638 0 10 Dec 2015
Sharp Time--Data Tradeoffs for Linear Inverse Problems Samet Oymak Benjamin Recht Mahdi Soltanolkotabi 57 88 0 16 Jul 2015
Learning Single Index Models in High Dimensions Ravi Ganti Nikhil S. Rao Rebecca Willett Robert D. Nowak 32 29 0 30 Jun 2015
The LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements Christos Thrampoulidis Ehsan Abbasi B. Hassibi 65 116 0 06 Jun 2015
Supersparse Linear Integer Models for Optimized Medical Scoring Systems Berk Ustun Cynthia Rudin 73 352 0 15 Feb 2015
The generalized Lasso with non-linear observations Y. Plan Roman Vershynin 139 199 0 13 Feb 2015
An Introduction to Matrix Concentration Inequalities J. Tropp 93 1,139 0 07 Jan 2015
Estimation in high dimensions: a geometric perspective Roman Vershynin 91 134 0 20 May 2014
High-dimensional estimation with geometric constraints Y. Plan Roman Vershynin E. Yudovina 132 144 0 14 Apr 2014
Robust 1-bit compressed sensing and sparse logistic regression: A convex programming approach Y. Plan Roman Vershynin 180 457 0 06 Feb 2012
The Convex Geometry of Linear Inverse Problems V. Chandrasekaran Benjamin Recht P. Parrilo A. Willsky 158 1,338 0 03 Dec 2010