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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
Compressive Statistical Learning with Random Feature Moments Rémi Gribonval Gilles Blanchard Nicolas Keriven Y. Traonmilin 173 50 0 22 Jun 2017
Scalable Online Convolutional Sparse Coding Yaqing Wang Quanming Yao James T. Kwok L. Ni 103 34 0 21 Jun 2017
Online Convolutional Dictionary Learning for Multimodal Imaging Kévin Degraux Ulugbek S. Kamilov P. Boufounos Dehong Liu 62 27 0 13 Jun 2017
Multiple Instance Dictionary Learning for Beat-to-Beat Heart Rate Monitoring from Ballistocardiograms Changzhe Jiao B. Su Princess Lyons Alina Zare K. C. Ho M. Skubic 13 27 0 11 Jun 2017
Collaborative Summarization of Topic-Related Videos Yikang Shen Amit K. Roy-Chowdhury EgoV 77 79 0 09 Jun 2017
Understanding the Learned Iterative Soft Thresholding Algorithm with matrix factorization Thomas Moreau Joan Bruna 72 15 0 02 Jun 2017
DICOD: Distributed Convolutional Sparse Coding Thomas Moreau L. Oudre Nicolas Vayatis 57 0 0 29 May 2017
Learning the Morphology of Brain Signals Using Alpha-Stable Convolutional Sparse Coding M. Jas Tom Dupré la Tour Umut Simsekli Alexandre Gramfort 55 44 0 22 May 2017
A Unified Framework for Stochastic Matrix Factorization via Variance Reduction Renbo Zhao W. Haskell Jiashi Feng 18 0 0 19 May 2017
Discriminative Nonlinear Analysis Operator Learning: When Cosparse Model Meets Image Classification Zaidao Wen B. Hou L. Jiao 85 11 0 30 Apr 2017
Catalyst Acceleration for Gradient-Based Non-Convex Optimization Courtney Paquette Hongzhou Lin Dmitriy Drusvyatskiy Julien Mairal Zaïd Harchaoui ODL 90 40 0 31 Mar 2017
PWLS-ULTRA: An Efficient Clustering and Learning-Based Approach for Low-Dose 3D CT Image Reconstruction Xuehang Zheng S. Ravishankar Y. Long Jeffrey A. Fessler 85 85 0 27 Mar 2017
Online Multilinear Dictionary Learning Thiernithi Variddhisai Danilo P. Mandic 62 2 0 07 Mar 2017
An Optimization Framework with Flexible Inexact Inner Iterations for Nonconvex and Nonsmooth Programming Yiyang Wang Risheng Liu Xiaoliang Song Zhixun Su 70 1 0 28 Feb 2017
Observable dictionary learning for high-dimensional statistical inference L. Mathelin K. Kasper H. Abou-Kandil 35 17 0 17 Feb 2017
Supervised Deep Sparse Coding Networks Xiaoxia Sun Nasser M. Nasrabadi T. Tran BDL 94 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 117 6 0 22 Jan 2017
Stochastic Subsampling for Factorizing Huge Matrices A. Mensch Julien Mairal Bertrand Thirion Gaël Varoquaux 72 30 0 19 Jan 2017
Recommendation under Capacity Constraints Konstantina Christakopoulou Jaya Kawale A. Banerjee 30 1 0 18 Jan 2017
Boosting Dictionary Learning with Error Codes Yigit Oktar Mehmet Türkan 28 0 0 15 Jan 2017
Dictionary Learning from Incomplete Data Valeriya Naumova Karin Schnass 59 11 0 13 Jan 2017
Online Learning Sensing Matrix and Sparsifying Dictionary Simultaneously for Compressive Sensing Tao Hong Zhihui Zhu 23 0 0 04 Jan 2017
Distributed Dictionary Learning Amir Daneshmand G. Scutari F. Facchinei FedML 53 9 0 21 Dec 2016
Sparse Coding of Neural Word Embeddings for Multilingual Sequence Labeling Gábor Berend 26 20 0 21 Dec 2016
A Data-Driven Compressive Sensing Framework Tailored For Energy-Efficient Wearable Sensing Kai Xu Yixing Li Fengbo Ren 37 9 0 15 Dec 2016
Sparse Factorization Layers for Neural Networks with Limited Supervision Parker A. Koch Jason J. Corso 47 2 0 14 Dec 2016
Sparse Geometric Representation Through Local Shape Probing Julie Digne S. Valette R. Chaine 63 31 0 07 Dec 2016
Subsampled online matrix factorization with convergence guarantees A. Mensch Julien Mairal Gaël Varoquaux Bertrand Thirion 31 2 0 30 Nov 2016
Low-rank and Adaptive Sparse Signal (LASSI) Models for Highly Accelerated Dynamic Imaging S. Ravishankar Brian E. Moore R. Nadakuditi Jeffrey A. Fessler 88 71 0 13 Nov 2016
An Information-Theoretic Framework for Fast and Robust Unsupervised Learning via Neural Population Infomax Wentao Huang Kechen Zhang 45 5 0 07 Nov 2016
Adaptive Geometric Multiscale Approximations for Intrinsically Low-dimensional Data Wenjing Liao Mauro Maggioni 108 20 0 03 Nov 2016
Sliding Dictionary Based Sparse Representation For Action Recognition Yashas Annadani D. L. Rakshith Soma Biswas 23 7 0 01 Nov 2016
Fast Low-rank Shared Dictionary Learning for Image Classification T. Vu V. Monga OOD 121 159 0 27 Oct 2016
Low-rank and Sparse Soft Targets to Learn Better DNN Acoustic Models Pranay Dighe Afsaneh Asaei H. Bourlard 21 9 0 18 Oct 2016
Assisted Dictionary Learning for fMRI Data Analysis Manuel Morante Moreno Y. Kopsinis Eleftherios Kofidis Christos Chatzichristos Sergios Theodoridis MedIm 16 3 0 11 Oct 2016
Truncated Variational Expectation Maximization J. Lucke 71 12 0 10 Oct 2016
An Efficient Method for Robust Projection Matrix Design Tao Hong Zhihui Zhu 60 23 0 27 Sep 2016
Online Categorical Subspace Learning for Sketching Big Data with Misses Yanning Shen Morteza Mardani G. Giannakis 69 16 0 27 Sep 2016
Tracking Tensor Subspaces with Informative Random Sampling for Real-Time MR Imaging Morteza Mardani G. Giannakis K. Uğurbil 47 10 0 14 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 166 21 0 06 Sep 2016
Understanding Trainable Sparse Coding via Matrix Factorization Thomas Moreau Joan Bruna 74 45 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 58 74 0 21 Aug 2016
Globally Variance-Constrained Sparse Representation and Its Application in Image Set Coding Xianguo Zhang Jiarui Sun Siwei Ma Zhouchen Lin Jian Zhang Shiqi Wang Wen Gao 40 9 0 17 Aug 2016
Online Nonnegative Matrix Factorization with General Divergences Renbo Zhao Vincent Y. F. Tan Huan Xu 103 29 0 30 Jul 2016
De-Hashing: Server-Side Context-Aware Feature Reconstruction for Mobile Visual Search Y. Kuo Winston H. Hsu 25 4 0 29 Jun 2016
A Class of Parallel Doubly Stochastic Algorithms for Large-Scale Learning Aryan Mokhtari Alec Koppel Alejandro Ribeiro 71 14 0 15 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 58 118 0 15 Jun 2016
Machine Learning Techniques and Applications For Ground-based Image Analysis Soumyabrata Dev Bihan Wen Y. Lee Stefan Winkler 21 14 0 09 Jun 2016
What is the Best Feature Learning Procedure in Hierarchical Recognition Architectures? Kevin Jarrett Koray Kavukcuoglu Karol Gregor Yann LeCun BDL 23 1 0 05 Jun 2016
Provable Efficient Online Matrix Completion via Non-convex Stochastic Gradient Descent Chi Jin Sham Kakade Praneeth Netrapalli 97 82 0 26 May 2016