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New Algorithms for Learning Incoherent and Overcomplete Dictionaries

28 August 2013

Papers citing "New Algorithms for Learning Incoherent and Overcomplete Dictionaries"

50 / 103 papers shown

Title
Goodness-of-Fit Tests for Random Partitions via Symmetric Polynomials Chao Gao 58 3 0 14 Sep 2017
On the Reconstruction Risk of Convolutional Sparse Dictionary Learning Shashank Singh Barnabás Póczós Jian Ma 124 2 0 29 Aug 2017
Shapelet-based Sparse Representation for Landcover Classification of Hyperspectral Images R. Roscher B. Waske 80 35 0 20 Aug 2017
Sparse Coding and Autoencoders Akshay Rangamani Anirbit Mukherjee A. Basu T. Ganapathi Ashish Arora S. Chin T. Tran 138 21 0 12 Aug 2017
Lifelong Learning in Costly Feature Spaces Maria-Florina Balcan Avrim Blum Vaishnavh Nagarajan CLL 33 3 0 30 Jun 2017
Dictionary Learning from Incomplete Data Valeriya Naumova Karin Schnass 94 11 0 13 Jan 2017
Learning Semidefinite Regularizers Yong Sheng Soh V. Chandrasekaran 113 6 0 05 Jan 2017
Distributed Dictionary Learning Amir Daneshmand G. Scutari F. Facchinei FedML 53 9 0 21 Dec 2016
Homotopy Analysis for Tensor PCA Anima Anandkumar Yuan-bei Deng Rong Ge H. Mobahi 185 43 0 28 Oct 2016
A Non-generative Framework and Convex Relaxations for Unsupervised Learning Elad Hazan Tengyu Ma 140 18 0 04 Oct 2016
Tensor Graphical Model: Non-convex Optimization and Statistical Inference Xiang Lyu W. Sun Zhaoran Wang Han Liu Jian Yang Guang Cheng CML 88 0 0 15 Sep 2016
Multi-modal dictionary learning for image separation with application in art investigation Nikos Deligiannis João F. C. Mota Bruno Cornelis M. Rodrigues Ingrid Daubechies 70 30 0 14 Jul 2016
Discovery of Latent Factors in High-dimensional Data Using Tensor Methods Furong Huang 84 6 0 10 Jun 2016
Provable Algorithms for Inference in Topic Models Sanjeev Arora Rong Ge Frederic Koehler Tengyu Ma Ankur Moitra 89 30 0 27 May 2016
Minimax Lower Bounds for Kronecker-Structured Dictionary Learning Z. Shakeri W. Bajwa Anand D. Sarwate 59 18 0 17 May 2016
Variance Reduction for Faster Non-Convex Optimization Zeyuan Allen-Zhu Elad Hazan ODL 175 396 0 17 Mar 2016
A Geometric Analysis of Phase Retrieval Ju Sun Qing Qu John N. Wright 181 538 0 22 Feb 2016
An improved analysis of the ER-SpUD dictionary learning algorithm Jarosław Błasiok Jelani Nelson 86 13 0 18 Feb 2016
$Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) - The $\ell_0$ Method$ Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) - The $\ell_0$ Method S. Ravishankar R. Nadakuditi Jeffrey A. Fessler 140 7 0 27 Nov 2015
Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) and Its Application to Inverse Problems S. Ravishankar R. Nadakuditi Jeffrey A. Fessler 107 39 0 19 Nov 2015
Complete Dictionary Recovery over the Sphere I: Overview and the Geometric Picture Ju Sun Qing Qu John N. Wright 193 161 0 11 Nov 2015
When Are Nonconvex Problems Not Scary? Ju Sun Qing Qu John N. Wright 198 168 0 21 Oct 2015
A Dictionary Learning Approach for Factorial Gaussian Models Y. C. Sübakan Johannes Traa Paris Smaragdis Noah D. Stein 29 0 0 18 Aug 2015
On the Minimax Risk of Dictionary Learning A. Jung Yonina C. Eldar N. Goertz 138 36 0 20 Jul 2015
Sparse Approximation via Generating Point Sets Avrim Blum Sariel Har-Peled Benjamin Raichel 76 35 0 09 Jul 2015
Convolutional Dictionary Learning through Tensor Factorization Furong Huang Anima Anandkumar 114 43 0 10 Jun 2015
Complete Dictionary Recovery over the Sphere Ju Sun Qing Qu John N. Wright 130 203 0 26 Apr 2015
Convergence radius and sample complexity of ITKM algorithms for dictionary learning Karin Schnass 176 39 0 24 Mar 2015
On some provably correct cases of variational inference for topic models Pranjal Awasthi Andrej Risteski VLM BDL 100 16 0 23 Mar 2015
Simple, Efficient, and Neural Algorithms for Sparse Coding Sanjeev Arora Rong Ge Tengyu Ma Ankur Moitra 184 194 0 02 Mar 2015
Score Function Features for Discriminative Learning Majid Janzamin Hanie Sedghi Anima Anandkumar 163 44 0 19 Dec 2014
Example Selection For Dictionary Learning Tomoki Tsuchida G. Cottrell 154 47 0 18 Dec 2014
Finding a sparse vector in a subspace: Linear sparsity using alternating directions Qing Qu Ju Sun John N. Wright 147 113 0 15 Dec 2014
Sparse Modeling for Image and Vision Processing Julien Mairal Francis R. Bach Jean Ponce VLM 181 493 0 12 Nov 2014
Efficient Representations for Life-Long Learning and Autoencoding Maria-Florina Balcan Avrim Blum Santosh Vempala 162 72 0 06 Nov 2014
Sample Complexity Analysis for Learning Overcomplete Latent Variable Models through Tensor Methods Anima Anandkumar Rong Ge Majid Janzamin 179 5 0 03 Aug 2014
Sparse and spurious: dictionary learning with noise and outliers Rémi Gribonval Rodolphe Jenatton Francis R. Bach 259 97 0 19 Jul 2014
Dictionary Learning and Tensor Decomposition via the Sum-of-Squares Method Boaz Barak Jonathan A. Kelner David Steurer 158 190 0 06 Jul 2014
Sum-of-squares proofs and the quest toward optimal algorithms Boaz Barak David Steurer 118 139 0 21 Apr 2014
Spectral Sparse Representation for Clustering: Evolved from PCA, K-means, Laplacian Eigenmap, and Ratio Cut Zhenfang Hu Gang Pan Yueming Wang Zhaohui Wu 120 3 0 25 Mar 2014
An Incidence Geometry approach to Dictionary Learning Meera Sitharam M. Tarifi Menghan Wang 86 4 0 28 Feb 2014
Guaranteed Non-Orthogonal Tensor Decomposition via Alternating Rank- $1$ Updates Anima Anandkumar Rong Ge Majid Janzamin 240 132 0 21 Feb 2014
Performance Limits of Dictionary Learning for Sparse Coding A. Jung Yonina C. Eldar N. Goertz 207 14 0 17 Feb 2014
Phase transitions and sample complexity in Bayes-optimal matrix factorization Y. Kabashima Florent Krzakala M. Mézard A. Sakata Lenka Zdeborová 230 110 0 06 Feb 2014
Local Identification of Overcomplete Dictionaries Karin Schnass 182 42 0 24 Jan 2014
More Algorithms for Provable Dictionary Learning Sanjeev Arora Aditya Bhaskara Rong Ge Tengyu Ma 125 56 0 03 Jan 2014
Rounding Sum-of-Squares Relaxations Boaz Barak Jonathan A. Kelner David Steurer 116 127 0 23 Dec 2013
Sample Complexity of Dictionary Learning and other Matrix Factorizations Rémi Gribonval Rodolphe Jenatton Francis R. Bach M. Kleinsteuber Matthias Seibert 253 86 0 13 Dec 2013
Sparse Matrix Factorization Behnam Neyshabur Rina Panigrahy 137 26 0 13 Nov 2013
Learning Sparsely Used Overcomplete Dictionaries via Alternating Minimization Alekh Agarwal Anima Anandkumar Prateek Jain Praneeth Netrapalli 235 174 0 30 Oct 2013