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Online Learning for Matrix Factorization and Sparse Coding

1 August 2009

Papers citing "Online Learning for Matrix Factorization and Sparse Coding"

50 / 415 papers shown

Title
Convex relaxations of structured matrix factorizations Francis R. Bach 120 38 0 12 Sep 2013
A Framework for the Analysis of Computational Imaging Systems with Practical Applications Kaushik Mitra O. Cossairt Ashok Veeraraghavan 88 31 0 08 Aug 2013
Spatial-Aware Dictionary Learning for Hyperspectral Image Classification A. Soltani-Farani Hamid R. Rabiee Seyyed Abbas Hosseini 81 124 0 06 Aug 2013
Regularized Spherical Polar Fourier Diffusion MRI with Optimal Dictionary Learning Jian Cheng T. Jiang R. Deriche Dinggang Shen P. Yap DiffM MedIm 57 13 0 02 Jul 2013
Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization Julien Mairal 147 159 0 19 Jun 2013
PyHST2: an hybrid distributed code for high speed tomographic reconstruction with iterative reconstruction and a priori knowledge capabilities A. Mirone E. Gouillart E. Brun P. Tafforeau J. Kieffer 53 404 0 06 Jun 2013
Revisiting Bayesian Blind Deconvolution David Wipf Haichao Zhang 118 119 0 10 May 2013
A least-squares method for sparse low rank approximation of multivariate functions M. Chevreuil R. Lebrun A. Nouy Prashant Rai 65 103 0 30 Apr 2013
Astronomical Image Denoising Using Dictionary Learning Simon Beckouche Jean-Luc Starck M. Fadili DiffM 79 39 0 12 Apr 2013
Distributed dictionary learning over a sensor network P. Chainais C. Richard DiffM 116 11 0 12 Apr 2013
Recovering Non-negative and Combined Sparse Representations Karthikeyan N. Ramamurthy Jayaraman J. Thiagarajan A. Spanias 40 8 0 12 Mar 2013
Multivariate Temporal Dictionary Learning for EEG Quentin Barthélemy Cédric Gouy-Pailler Yoann Isaac Antoine Souloumiac A. Larue J. Mars 76 40 0 04 Mar 2013
Learning Stable Multilevel Dictionaries for Sparse Representations Jayaraman J. Thiagarajan Karthikeyan N. Ramamurthy A. Spanias 72 29 0 03 Mar 2013
Metrics for Multivariate Dictionaries Sylvain Chevallier Quentin Barthélemy Jamal Atif 50 3 0 18 Feb 2013
Jitter-Adaptive Dictionary Learning - Application to Multi-Trial Neuroelectric Signals Sebastian Hitziger Maureen Clerc Alexandre Gramfort Sandrine Saillet C. Bénar Théodore Papadopoulo 39 14 0 16 Jan 2013
Block Coordinate Descent for Sparse NMF Vamsi K. Potluru Sergey Plis Jonathan Le Roux Barak A. Pearlmutter Vince D. Calhoun Thomas P. Hayes 51 21 0 15 Jan 2013
Pooling-Invariant Image Feature Learning Yangqing Jia Oriol Vinyals Trevor Darrell SSL 56 12 0 15 Jan 2013
Semi-blind Source Separation via Sparse Representations and Online Dictionary Learning Sirisha Rambhatla Jarvis Haupt 75 12 0 03 Dec 2012
Dynamic Network Cartography Gonzalo Mateos K. Rajawat 80 31 0 29 Nov 2012
Lasso Screening Rules via Dual Polytope Projection Jie Wang Peter Wonka Jieping Ye 150 242 0 16 Nov 2012
Image denoising with multi-layer perceptrons, part 2: training trade-offs and analysis of their mechanisms Harold Christopher Burger Christian J. Schuler Stefan Harmeling 76 35 0 07 Nov 2012
A network of spiking neurons for computing sparse representations in an energy efficient way Tao Hu A. Genkin D. Chklovskii 98 22 0 04 Oct 2012
Local stability and robustness of sparse dictionary learning in the presence of noise Rodolphe Jenatton Tuo Chen Francis R. Bach 154 49 0 02 Oct 2012
Super-resolution using Sparse Representations over Learned Dictionaries: Reconstruction of Brain Structure using Electron Microscopy Tao Hu Juan Nunez-Iglesias S. Vitaladevuni Louis K. Scheffer Shan Xu M. Bolorizadeh H. Hess R. Fetter D. Chklovskii 163 8 0 01 Oct 2012
Are You Imitating Me? Unsupervised Sparse Modeling for Group Activity Analysis from a Single Video Zhongwei Tang Alexey Castrodad Mariano Tepper Guillermo Sapiro 41 2 0 27 Aug 2012
Kernelized Supervised Dictionary Learning M. Gangeh A. Ghodsi M. Kamel 74 78 0 10 Jul 2012
Stochastic Variational Inference Matt Hoffman David M. Blei Chong-Jun Wang John Paisley BDL 291 2,631 0 29 Jun 2012
A Convex Relaxation for Weakly Supervised Classifiers Armand Joulin Francis R. Bach WSOD 105 55 0 27 Jun 2012
Poisson noise reduction with non-local PCA Joseph Salmon Zachary T. Harmany Charles-Alban Deledalle Rebecca Willett 181 314 0 02 Jun 2012
Constrained Overcomplete Analysis Operator Learning for Cosparse Signal Modelling Mehrdad Yaghoobi Sangnam Nam Remi Gribonval Mike E. Davies 83 100 0 18 May 2012
TIGRESS: Trustful Inference of Gene REgulation using Stability Selection Anne-Claire Haury F. Mordelet Paola Vera-Licona Jean-Philippe Vert 81 402 0 06 May 2012
Analysis Operator Learning and Its Application to Image Reconstruction S. Hawe M. Kleinsteuber Klaus Diepold 101 159 0 24 Apr 2012
Supervised Feature Selection in Graphs with Path Coding Penalties and Network Flows Julien Mairal Bin Yu 127 44 0 20 Apr 2012
Online Discriminative Dictionary Learning for Image Classification Based on Block-Coordinate Descent Method Shu Kong Donghui Wang 45 5 0 05 Mar 2012
Truncated Power Method for Sparse Eigenvalue Problems Xiao-Tong Yuan Tong Zhang 165 331 0 12 Dec 2011
Blind calibration for compressed sensing by convex optimization Rémi Gribonval G. Chardon L. Daudet 89 72 0 30 Nov 2011
Learning with Submodular Functions: A Convex Optimization Perspective Francis R. Bach 183 479 0 28 Nov 2011
Automatic Relevance Determination in Nonnegative Matrix Factorization with the β-Divergence Vincent Y. F. Tan Cédric Févotte 133 222 0 25 Nov 2011
Robust PCA as Bilinear Decomposition with Outlier-Sparsity Regularization Gonzalo Mateos G. Giannakis 92 109 0 08 Nov 2011
Learning Hierarchical and Topographic Dictionaries with Structured Sparsity Julien Mairal Rodolphe Jenatton G. Obozinski Francis R. Bach 71 18 0 20 Oct 2011
Sparse Image Representation with Epitomes Louise Benoît Julien Mairal Francis R. Bach Jean Ponce 87 29 0 13 Oct 2011
An MDL framework for sparse coding and dictionary learning Ignacio Francisco Ramírez Paulino Guillermo Sapiro 121 57 0 11 Oct 2011
Simultaneous Codeword Optimization (SimCO) for Dictionary Update and Learning Wei Dai Tao Xu Wenwu Wang 106 123 0 24 Sep 2011
Structured sparsity through convex optimization Francis R. Bach Rodolphe Jenatton Julien Mairal G. Obozinski 281 325 0 12 Sep 2011
Nonconvex proximal splitting: batch and incremental algorithms S. Sra 31 11 0 01 Sep 2011
Optimization with Sparsity-Inducing Penalties Francis R. Bach Rodolphe Jenatton Julien Mairal G. Obozinski 247 1,058 0 03 Aug 2011
The group fused Lasso for multiple change-point detection K. Bleakley Jean-Philippe Vert 114 181 0 21 Jun 2011
Online algorithms for Nonnegative Matrix Factorization with the Itakura-Saito divergence A. Lefèvre Francis R. Bach Cédric Févotte 90 97 0 21 Jun 2011
Multiscale Geometric Methods for Data Sets II: Geometric Multi-Resolution Analysis W. K. Allard Guangliang Chen Mauro Maggioni 135 77 0 25 May 2011
Convex and Network Flow Optimization for Structured Sparsity Julien Mairal Rodolphe Jenatton G. Obozinski Francis R. Bach 248 109 0 11 Apr 2011