Online Learning for Matrix Factorization and Sparse Coding

1 August 2009

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

50 / 131 papers shown

Title
Collaborative Summarization of Topic-Related Videos Yikang Shen A. Roy-Chowdhury EgoV 19 79 0 09 Jun 2017
Understanding the Learned Iterative Soft Thresholding Algorithm with matrix factorization Thomas Moreau Joan Bruna 12 15 0 02 Jun 2017
DICOD: Distributed Convolutional Sparse Coding Thomas Moreau L. Oudre Nicolas Vayatis 19 0 0 29 May 2017
Supervised Deep Sparse Coding Networks Xiaoxia Sun Nasser M. Nasrabadi T. Tran BDL 19 15 0 29 Jan 2017
Neurogenesis-Inspired Dictionary Learning: Online Model Adaption in a Changing World S. Garg Irina Rish Guillermo Cecchi A. Lozano OffRL CLL 25 6 0 22 Jan 2017
Dictionary Learning from Incomplete Data Valeriya Naumova Karin Schnass 15 11 0 13 Jan 2017
Sparse Geometric Representation Through Local Shape Probing Julie Digne S. Valette R. Chaine 25 31 0 07 Dec 2016
Low-rank and Adaptive Sparse Signal (LASSI) Models for Highly Accelerated Dynamic Imaging S. Ravishankar Brian E. Moore R. Nadakuditi Jeffrey A. Fessler 17 69 0 13 Nov 2016
An Information-Theoretic Framework for Fast and Robust Unsupervised Learning via Neural Population Infomax Wentao Huang Kechen Zhang 21 5 0 07 Nov 2016
Sliding Dictionary Based Sparse Representation For Action Recognition Yashas Annadani D. L. Rakshith Soma Biswas 16 7 0 01 Nov 2016
Fast Low-rank Shared Dictionary Learning for Image Classification T. Vu V. Monga OOD 73 157 0 27 Oct 2016
An Efficient Method for Robust Projection Matrix Design Tao Hong Zhihui Zhu 21 23 0 27 Sep 2016
Online Categorical Subspace Learning for Sketching Big Data with Misses Yanning Shen Morteza Mardani G. Giannakis 21 16 0 27 Sep 2016
Structured Sparse Principal Components Analysis with the TV-Elastic Net penalty A. de Pierrefeu Tommy Löfstedt F. Hadj-Selem Mathieu Dubois P. Ciuciu V. Frouin Edouard Duchesnay CML 29 20 0 06 Sep 2016
Understanding Trainable Sparse Coding via Matrix Factorization Thomas Moreau Joan Bruna 18 44 0 01 Sep 2016
Online Feature Selection with Group Structure Analysis Jing Wang Meng Wang Peipei Li Luoqi Liu Zhong-Qiu Zhao Xuegang Hu Xindong Wu 34 74 0 21 Aug 2016
Online Nonnegative Matrix Factorization with General Divergences Renbo Zhao Vincent Y. F. Tan Huan Xu 23 29 0 30 Jul 2016
De-Hashing: Server-Side Context-Aware Feature Reconstruction for Mobile Visual Search Y. Kuo Winston H. Hsu 20 4 0 29 Jun 2016
The Learning and Prediction of Application-level Traffic Data in Cellular Networks Rongpeng Li Zhifeng Zhao Jianchao Zheng Chengli Mei Yueming Cai Honggang Zhang 11 118 0 15 Jun 2016
Provable Efficient Online Matrix Completion via Non-convex Stochastic Gradient Descent Chi Jin Sham Kakade Praneeth Netrapalli 16 81 0 26 May 2016
Decentralized Dynamic Discriminative Dictionary Learning Alec Koppel Garrett A. Warnell Ethan Stump Alejandro Ribeiro 17 35 0 03 May 2016
Online Nonnegative Matrix Factorization with Outliers Renbo Zhao Vincent Y. F. Tan 19 47 0 10 Apr 2016
Sparse Activity and Sparse Connectivity in Supervised Learning Markus Thom G. Palm 11 49 0 28 Mar 2016
Scalable Image Retrieval by Sparse Product Quantization Q. Ning Jianke Zhu Zhiyuan Zhong Guosheng Lin Chun-Yen Chen MQ 22 33 0 15 Mar 2016
A survey of sparse representation: algorithms and applications Zheng-Wei Zhang Yong-mei Xu Jian Yang Xuelong Li David C. Zhang AI4TS 19 984 0 23 Feb 2016
An improved analysis of the ER-SpUD dictionary learning algorithm Jarosław Błasiok Jelani Nelson 8 13 0 18 Feb 2016
Trainlets: Dictionary Learning in High Dimensions Jeremias Sulam Boaz Ophir M. Zibulevsky Michael Elad 84 103 0 31 Jan 2016
Robust Scene Text Recognition Using Sparse Coding based Features Da-han Wang Hanzi Wang Dong Zhang Jonathan Li David Zhang 11 14 0 29 Dec 2015
Plug-and-Play Priors for Bright Field Electron Tomography and Sparse Interpolation S. Sreehari S. Venkatakrishnan B. Wohlberg L. Drummy Jeff P. Simmons Charles A. Bouman 30 339 0 23 Dec 2015
A Normative Theory of Adaptive Dimensionality Reduction in Neural Networks Cengiz Pehlevan D. Chklovskii 9 53 0 30 Nov 2015
FRIST - Flipping and Rotation Invariant Sparsifying Transform Learning and Applications B. Wen S. Ravishankar Y. Bresler 24 43 0 19 Nov 2015
Predicting distributions with Linearizing Belief Networks Yann N. Dauphin David Grangier 26 18 0 17 Nov 2015
Online Unmixing of Multitemporal Hyperspectral Images accounting for Spectral Variability Pierre-Antoine Thouvenin N. Dobigeon J. Tourneret 14 46 0 20 Oct 2015
Global Optimality in Tensor Factorization, Deep Learning, and Beyond B. Haeffele René Vidal 28 151 0 24 Jun 2015
Histopathological Image Classification using Discriminative Feature-oriented Dictionary Learning T. Vu Hojjat Seyed Mousavi V. Monga A. Rao G. Rao 31 166 0 16 Jun 2015
Online Matrix Factorization via Broyden Updates Ömer Deniz Akyıldız 20 2 0 14 Jun 2015
A Tensor-Based Dictionary Learning Approach to Tomographic Image Reconstruction S. Soltani M. Kilmer P. Hansen 14 81 0 08 Jun 2015
Discriminative Bayesian Dictionary Learning for Classification Naveed Akhtar Faisal Shafait Ajmal Mian 27 52 0 27 Mar 2015
Convergence radius and sample complexity of ITKM algorithms for dictionary learning Karin Schnass 33 39 0 24 Mar 2015
Kernel Task-Driven Dictionary Learning for Hyperspectral Image Classification S. Bahrampour Nasser M. Nasrabadi A. Ray Kenneth W. Jenkins 25 14 0 10 Feb 2015
Multimodal Task-Driven Dictionary Learning for Image Classification S. Bahrampour Nasser M. Nasrabadi A. Ray W. Jenkins 41 153 0 04 Feb 2015
Learning from Multiple Sources for Video Summarisation Xiatian Zhu Chen Change Loy S. Gong 27 26 0 13 Jan 2015
Efficient Blind Compressed Sensing Using Sparsifying Transforms with Convergence Guarantees and Application to MRI S. Ravishankar Y. Bresler MedIm 25 112 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 32 98 0 13 Jan 2015
Sparse Modeling for Image and Vision Processing Julien Mairal Francis R. Bach Jean Ponce VLM 45 488 0 12 Nov 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 9 33 0 17 Oct 2014
Tight convex relaxations for sparse matrix factorization E. Richard G. Obozinski Jean-Philippe Vert 59 43 0 19 Jul 2014
Learning computationally efficient dictionaries and their implementation as fast transforms Luc Le Magoarou Rémi Gribonval 29 11 0 20 Jun 2014
Fast and Robust Archetypal Analysis for Representation Learning Yuansi Chen Julien Mairal Zaïd Harchaoui 31 98 0 26 May 2014
Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors Morteza Mardani Gonzalo Mateos G. Giannakis 36 182 0 17 Apr 2014