A Clustering Approach to Learn Sparsely-Used Overcomplete Dictionaries

8 September 2013

Papers citing "A Clustering Approach to Learn Sparsely-Used Overcomplete Dictionaries"

13 / 13 papers shown

Title
Wave-informed dictionary learning for high-resolution imaging in complex media Miguel Moscoso Alexei Novikov George Papanicolaou C. Tsogka 20 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
$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
Subgradient Descent Learns Orthogonal Dictionaries Yu Bai Qijia Jiang Ju Sun 20 51 0 25 Oct 2018
Learning Semidefinite Regularizers Yong Sheng Soh V. Chandrasekaran 37 6 0 05 Jan 2017
When Are Nonconvex Problems Not Scary? Ju Sun Qing Qu John N. Wright 24 166 0 21 Oct 2015
A General Framework for Bayes Structured Linear Models Chao Gao A. van der Vaart Harrison H. Zhou 48 57 0 06 Jun 2015
Convergence radius and sample complexity of ITKM algorithms for dictionary learning Karin Schnass 38 39 0 24 Mar 2015
Simple, Efficient, and Neural Algorithms for Sparse Coding Sanjeev Arora Rong Ge Tengyu Ma Ankur Moitra 47 190 0 02 Mar 2015
Finding a sparse vector in a subspace: Linear sparsity using alternating directions Qing Qu Ju Sun John N. Wright 19 111 0 15 Dec 2014
Phase transitions and sample complexity in Bayes-optimal matrix factorization Y. Kabashima Florent Krzakala M. Mézard A. Sakata Lenka Zdeborová 63 106 0 06 Feb 2014
Local Identification of Overcomplete Dictionaries Karin Schnass 43 42 0 24 Jan 2014
Local stability and robustness of sparse dictionary learning in the presence of noise Rodolphe Jenatton Tuo Chen Francis R. Bach 103 49 0 02 Oct 2012