Learning Sparsely Used Overcomplete Dictionaries via Alternating Minimization

30 October 2013

Papers citing "Learning Sparsely Used Overcomplete Dictionaries via Alternating Minimization"

30 / 30 papers shown

Title
Wave-informed dictionary learning for high-resolution imaging in complex media Miguel Moscoso Alexei Novikov George Papanicolaou C. Tsogka 15 0 0 22 Sep 2023
Optimal Regularization for a Data Source Oscar Leong Eliza O'Reilly Yong Sheng Soh V. Chandrasekaran 25 4 0 27 Dec 2022
Simple Alternating Minimization Provably Solves Complete Dictionary Learning Geyu Liang G. Zhang S. Fattahi Richard Y. Zhang 15 5 0 23 Oct 2022
Unique sparse decomposition of low rank matrices Dian Jin Xin Bing Yuqian Zhang 33 4 0 14 Jun 2021
Understanding approximate and unrolled dictionary learning for pattern recovery Benoit Malézieux Thomas Moreau M. Kowalski MU 22 10 0 11 Jun 2021
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 28 317 0 15 Dec 2020
Feature Purification: How Adversarial Training Performs Robust Deep Learning Zeyuan Allen-Zhu Yuanzhi Li MLT AAML 37 147 0 20 May 2020
Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification Vanika Singhal H. Aggarwal Snigdha Tariyal A. Majumdar OOD 18 47 0 11 Dec 2019
Analysis of the Optimization Landscapes for Overcomplete Representation Learning Qing Qu Yuexiang Zhai Xiao Li Yuqian Zhang Zhihui Zhu 22 9 0 05 Dec 2019
RandNet: deep learning with compressed measurements of images Thomas Chang Bahareh Tolooshams Demba E. Ba 23 11 0 25 Aug 2019
Deep Non-Rigid Structure from Motion with Missing Data Chen Kong Simon Lucey 34 69 0 30 Jul 2019
Fast Convolutional Dictionary Learning off the Grid Andrew H. Song Francisco J. Flores Demba E. Ba 20 2 0 22 Jul 2019
$Unique Sharp Local Minimum in $\ell_1$-minimization Complete Dictionary Learning$ Unique Sharp Local Minimum in $\ell_1$ -minimization Complete Dictionary Learning Yu Wang Siqi Wu Bin Yu 20 5 0 22 Feb 2019
Non-convex Optimization for Machine Learning Prateek Jain Purushottam Kar 33 479 0 21 Dec 2017
Dictionary Learning from Incomplete Data Valeriya Naumova Karin Schnass 15 11 0 13 Jan 2017
Learning Semidefinite Regularizers Yong Sheng Soh V. Chandrasekaran 31 6 0 05 Jan 2017
Fast Orthonormal Sparsifying Transforms Based on Householder Reflectors Cristian Rusu N. G. Prelcic R. Heath 19 15 0 24 Nov 2016
When Are Nonconvex Problems Not Scary? Ju Sun Qing Qu John N. Wright 24 166 0 21 Oct 2015
Complete Dictionary Recovery over the Sphere Ju Sun Qing Qu John N. Wright 33 202 0 26 Apr 2015
Convergence radius and sample complexity of ITKM algorithms for dictionary learning Karin Schnass 33 39 0 24 Mar 2015
Simple, Efficient, and Neural Algorithms for Sparse Coding Sanjeev Arora Rong Ge Tengyu Ma Ankur Moitra 45 190 0 02 Mar 2015
Finding a sparse vector in a subspace: Linear sparsity using alternating directions Qing Qu Ju Sun John N. Wright 16 111 0 15 Dec 2014
Sparse Modeling for Image and Vision Processing Julien Mairal Francis R. Bach Jean Ponce VLM 45 488 0 12 Nov 2014
Non-convex Robust PCA Praneeth Netrapalli U. Niranjan Sujay Sanghavi Anima Anandkumar Prateek Jain 48 284 0 28 Oct 2014
Statistical guarantees for the EM algorithm: From population to sample-based analysis Sivaraman Balakrishnan Martin J. Wainwright Bin Yu 65 474 0 09 Aug 2014
Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method Boaz Barak Jonathan A. Kelner David Steurer 31 187 0 06 Jul 2014
Guaranteed Non-Orthogonal Tensor Decomposition via Alternating Rank- $1$ Updates Anima Anandkumar Rong Ge Majid Janzamin 39 131 0 21 Feb 2014
Sample Complexity of Dictionary Learning and other Matrix Factorizations Rémi Gribonval Rodolphe Jenatton Francis R. Bach M. Kleinsteuber Matthias Seibert 43 85 0 13 Dec 2013
Smooth Sparse Coding via Marginal Regression for Learning Sparse Representations Krishnakumar Balasubramanian Kai Yu Guy Lebanon 72 34 0 03 Oct 2012
Local stability and robustness of sparse dictionary learning in the presence of noise Rodolphe Jenatton Tuo Chen Francis R. Bach 100 49 0 02 Oct 2012