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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
Discriminative Bayesian Dictionary Learning for Classification Naveed Akhtar Faisal Shafait Ajmal Mian 55 52 0 27 Mar 2015
Convergence radius and sample complexity of ITKM algorithms for dictionary learning Karin Schnass 118 39 0 24 Mar 2015
Learning Co-Sparse Analysis Operators with Separable Structures Matthias Seibert Julian Wörmann Rémi Gribonval M. Kleinsteuber 87 18 0 09 Mar 2015
Deep Human Parsing with Active Template Regression Xiaodan Liang Si Liu Xiaohui Shen Jianchao Yang Luoqi Liu Jian Dong Liang Lin Shuicheng Yan ViT 3DH 86 283 0 09 Mar 2015
Sparse Bayesian Dictionary Learning with a Gaussian Hierarchical Model Linxiao Yang Jun Fang Hong Cheng Hongbin Li 54 33 0 07 Mar 2015
Tomographic Image Reconstruction using Training images S. Soltani Martin Skovgaard Andersen P. Hansen 37 8 0 06 Mar 2015
Supervised Dictionary Learning and Sparse Representation-A Review M. Gangeh Ahmed K. Farahat A. Ghodsi M. Kamel AI4TS 40 55 0 20 Feb 2015
Kernel Task-Driven Dictionary Learning for Hyperspectral Image Classification S. Bahrampour Nasser M. Nasrabadi A. Ray Kenneth W. Jenkins 163 14 0 10 Feb 2015
Sparse Coding with Earth Mover's Distance for Multi-Instance Histogram Representation Mohua Zhang Jianhua Peng Xuejie Liu Jim Jing-Yan Wang 79 2 0 09 Feb 2015
Multimodal Task-Driven Dictionary Learning for Image Classification S. Bahrampour Nasser M. Nasrabadi A. Ray W. Jenkins 172 154 0 04 Feb 2015
Optimized Projection for Sparse Representation Based Classification Canyi Lu De-Shuang Huang CVBM 32 5 0 31 Jan 2015
A Batchwise Monotone Algorithm for Dictionary Learning Huan Wang John N. Wright D. Spielman 27 0 0 31 Jan 2015
Per-Block-Convex Data Modeling by Accelerated Stochastic Approximation Konstantinos Slavakis G. Giannakis 36 1 0 29 Jan 2015
Learning from Multiple Sources for Video Summarisation Xiatian Zhu Chen Change Loy S. Gong 83 26 0 13 Jan 2015
Efficient Blind Compressed Sensing Using Sparsifying Transforms with Convergence Guarantees and Application to MRI S. Ravishankar Y. Bresler MedIm 89 113 0 13 Jan 2015
$$\ell_0$ Sparsifying Transform Learning with Efficient Optimal Updates and Convergence Guarantees$ $\ell_0$ Sparsifying Transform Learning with Efficient Optimal Updates and Convergence Guarantees S. Ravishankar Y. Bresler 82 99 0 13 Jan 2015
Unsupervised Feature Learning for Dense Correspondences across Scenes Chaocun Zhang Chunhua Shen Tingzhi Shen OCL 57 11 0 04 Jan 2015
Example Selection For Dictionary Learning Tomoki Tsuchida G. Cottrell 119 47 0 18 Dec 2014
Characterization of the equivalence of robustification and regularization in linear and matrix regression Dimitris Bertsimas M. Copenhaver OOD 61 13 0 22 Nov 2014
Sparse Modeling for Image and Vision Processing Julien Mairal Francis R. Bach Jean Ponce VLM 117 491 0 12 Nov 2014
Differential gene co-expression networks via Bayesian biclustering models Chuan Gao Shiwen Zhao Ian C. McDowell Christopher D. Brown Barbara E. Engelhardt 44 7 0 07 Nov 2014
A Parallel Stochastic Approximation Method for Nonconvex Multi-Agent Optimization Problems Yang Yang G. Scutari Daniel P. Palomar M. Pesavento 61 17 0 19 Oct 2014
KCRC-LCD: Discriminative Kernel Collaborative Representation with Locality Constrained Dictionary for Visual Categorization Weiyang Liu Zhiding Yu Lijia Lu Yandong Wen Hui Li Yuexian Zou 41 33 0 17 Oct 2014
Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14) Laurent Jacques C. De Vleeschouwer Y. Boursier Prasad Sudhakar C. D. Mol ... Jean-Luc Starck I. Loris Samuel Vaiter Mohammad Golbabaee D. Vukobratović 480 0 0 02 Oct 2014
Kernel Coding: General Formulation and Special Cases Mehrtash Harandi Mathieu Salzmann VLM 25 0 0 30 Aug 2014
Tight convex relaxations for sparse matrix factorization E. Richard G. Obozinski Jean-Philippe Vert 123 43 0 19 Jul 2014
Sparse and spurious: dictionary learning with noise and outliers Rémi Gribonval Rodolphe Jenatton Francis R. Bach 163 96 0 19 Jul 2014
Sequential Logistic Principal Component Analysis (SLPCA): Dimensional Reduction in Streaming Multivariate Binary-State System Zhaoyi Kang C. Spanos 48 2 0 16 Jul 2014
Estimating the distribution of Galaxy Morphologies on a continuous space Giuseppe Vinci P. Freeman J. Newman Larry A. Wasserman Christopher R. Genovese 48 3 0 29 Jun 2014
Learning computationally efficient dictionaries and their implementation as fast transforms Luc Le Magoarou Rémi Gribonval 65 11 0 20 Jun 2014
Online Optimization for Large-Scale Max-Norm Regularization Jie Shen Huan Xu P. Li 96 0 0 12 Jun 2014
Learning Word Representations with Hierarchical Sparse Coding Dani Yogatama Manaal Faruqui Chris Dyer Noah A. Smith 136 61 0 08 Jun 2014
On the Computational Intractability of Exact and Approximate Dictionary Learning Andreas M. Tillmann 92 85 0 26 May 2014
Fast and Robust Archetypal Analysis for Representation Learning Yuansi Chen Julien Mairal Zaïd Harchaoui 84 99 0 26 May 2014
Anomaly-Sensitive Dictionary Learning for Unsupervised Diagnostics of Solid Media Jeff Druce Jarvis Haupt S. Gonella 41 0 0 11 May 2014
Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors Morteza Mardani Gonzalo Mateos G. Giannakis 74 183 0 17 Apr 2014
Beyond L2-Loss Functions for Learning Sparse Models Karthikeyan N. Ramamurthy Aleksandr Aravkin Jayaraman J. Thiagarajan 58 4 0 26 Mar 2014
Incremental Majorization-Minimization Optimization with Application to Large-Scale Machine Learning Julien Mairal 182 319 0 18 Feb 2014
Dictionary learning for fast classification based on soft-thresholding Alhussein Fawzi Mike Davies P. Frossard 97 47 0 09 Feb 2014
Dictionary Learning over Distributed Models Jianshu Chen Zaid J. Towfic Ali H. Sayed FedML 116 95 0 06 Feb 2014
Patchwise Joint Sparse Tracking with Occlusion Detection Ali Zarezade Hamid R. Rabiee A. Soltani-Farani Ahmad Khajenezhad 65 15 0 05 Feb 2014
Extrinsic Methods for Coding and Dictionary Learning on Grassmann Manifolds Mehrtash Harandi Leonid Sigal Chunhua Shen Brian C. Lovell Conrad Sanderson 69 93 0 31 Jan 2014
Local Identification of Overcomplete Dictionaries Karin Schnass 133 42 0 24 Jan 2014
The Why and How of Nonnegative Matrix Factorization Nicolas Gillis 155 365 0 21 Jan 2014
An Online Expectation-Maximisation Algorithm for Nonnegative Matrix Factorisation Models S. Yıldırım A. Cemgil Sumeetpal S. Singh 40 7 0 11 Jan 2014
A Generative Product-of-Filters Model of Audio Dawen Liang Matthew D. Hoffman G. J. Mysore TPM 74 5 0 20 Dec 2013
Codebook based Audio Feature Representation for Music Information Retrieval Yonatan Vaizman Brian McFee Gert R. G. Lanckriet 80 57 0 19 Dec 2013
Sample Complexity of Dictionary Learning and other Matrix Factorizations Rémi Gribonval Rodolphe Jenatton Francis R. Bach M. Kleinsteuber Matthias Seibert 199 85 0 13 Dec 2013
Scalable Recommendation with Poisson Factorization Prem Gopalan Jake M. Hofman David M. Blei 101 157 0 07 Nov 2013
Online Unsupervised Feature Learning for Visual Tracking Fayao Liu Chunhua Shen Ian Reid Anton Van Den Hengel 69 17 0 07 Oct 2013