A convex model for non-negative matrix factorization and dimensionality reduction on physical space

4 February 2011

Stanley Osher

Papers citing "A convex model for non-negative matrix factorization and dimensionality reduction on physical space"

43 / 43 papers shown

Title
On the Robustness of the Successive Projection Algorithm Giovanni Barbarino Nicolas Gillis 83 0 0 25 Nov 2024
Detection and tracking of gas plumes in LWIR hyperspectral video sequence data Torin Gerhart Justin Sunu E. Merkurjev Jen-Mei Chang Jerome Gilles Andrea L. Bertozzi 29 35 0 01 Nov 2024
Memory-Efficient Convex Optimization for Self-Dictionary Separable Nonnegative Matrix Factorization: A Frank-Wolfe Approach Tri Nguyen Xiao Fu Ruiyuan Wu 20 10 0 23 Sep 2021
Co-Separable Nonnegative Matrix Factorization Junjun Pan Michael K. Ng 11 1 0 02 Sep 2021
Provably robust blind source separation of linear-quadratic near-separable mixtures Christophe Kervazo Nicolas Gillis N. Dobigeon 20 5 0 24 Nov 2020
Simplex-Structured Matrix Factorization: Sparsity-based Identifiability and Provably Correct Algorithms Maryam Abdolali Nicolas Gillis 13 24 0 22 Jul 2020
Accelerating Physics-Informed Neural Network Training with Prior Dictionaries Wei Peng Weien Zhou Jun Zhang W. Yao PINN AI4CE 27 30 0 17 Apr 2020
Discriminative Robust Deep Dictionary Learning for Hyperspectral Image Classification Vanika Singhal H. Aggarwal Snigdha Tariyal A. Majumdar OOD 16 47 0 11 Dec 2019
Generalized Separable Nonnegative Matrix Factorization Junjun Pan Nicolas Gillis 23 26 0 30 May 2019
Online Convex Matrix Factorization with Representative Regions Abhishek Agarwal Jianhao Peng O. Milenkovic 13 2 0 04 Apr 2019
Greedy Frank-Wolfe Algorithm for Exemplar Selection M. Doan Armin Askari Sutharshan Rajasegarar L. Ghaoui 11 2 0 06 Nov 2018
Image Segmentation using Sparse Subset Selection Fariba Zohrizadeh Mohsen Kheirandishfard F. Kamangar 16 11 0 08 Apr 2018
Relative Pairwise Relationship Constrained Non-negative Matrix Factorisation Shuai Jiang Kan Li Richard Yi Da Xu 17 6 0 05 Mar 2018
Nonnegative Matrix Factorization for Signal and Data Analytics: Identifiability, Algorithms, and Applications Xiao Fu Kejun Huang N. Sidiropoulos Wing-Kin Ma 15 201 0 03 Mar 2018
On Identifiability of Nonnegative Matrix Factorization Xiao Fu Kejun Huang N. Sidiropoulos 21 93 0 02 Sep 2017
Maximum Volume Inscribed Ellipsoid: A New Simplex-Structured Matrix Factorization Framework via Facet Enumeration and Convex Optimization Chia-Hsiang Lin Ruiyuan Wu Wing-Kin Ma Chong-Yung Chi Yijiao Wang 27 50 0 09 Aug 2017
Spatial Random Sampling: A Structure-Preserving Data Sketching Tool M. Rahmani George Atia 24 13 0 09 May 2017
Dictionary-based Tensor Canonical Polyadic Decomposition Jérémy E. Cohen Nicolas Gillis 19 15 0 03 Apr 2017
Introduction to Nonnegative Matrix Factorization Nicolas Gillis 19 46 0 02 Mar 2017
Feature Encoding in Band-limited Distributed Surveillance Systems Alireza Rahimpour A. Taalimi Hairong Qi 16 17 0 19 Dec 2016
Robust and Scalable Column/Row Sampling from Corrupted Big Data M. Rahmani George Atia 16 9 0 18 Nov 2016
Noisy Inductive Matrix Completion Under Sparse Factor Models Akshay Soni T. Chevalier Swayambhoo Jain 14 10 0 13 Sep 2016
Compressed Nonnegative Matrix Factorization is Fast and Accurate Mariano Tepper Guillermo Sapiro 29 43 0 18 May 2015
A Bregman Proximal ADMM for NMF with Outliers: Estimating features with missing values and outliers: a Bregman-proximal point algorithm for robust Non-negative Matrix Factorization with application to gene expression analysis Stéphane Chrétien C. Guyeux Bastien Conesa Régis Delage-Mouroux Michèle Jouvenot Philippe Huetz F. Descotes 29 1 0 09 Feb 2015
$Approximate Subspace-Sparse Recovery with Corrupted Data via Constrained $\ell_1$-Minimization$ Approximate Subspace-Sparse Recovery with Corrupted Data via Constrained $\ell_1$ -Minimization Ehsan Elhamifar Mahdi Soltanolkotabi S. Shankar Sastry 32 3 0 23 Dec 2014
Noisy Matrix Completion under Sparse Factor Models Akshay Soni Swayambhoo Jain Jarvis Haupt S. Gonella 44 35 0 02 Nov 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 149 0 0 02 Oct 2014
Self-Dictionary Sparse Regression for Hyperspectral Unmixing: Greedy Pursuit and Pure Pixel Search are Related Xiao Fu Wing-Kin Ma Tsung-Han Chan J. Bioucas-Dias 37 67 0 15 Sep 2014
Dissimilarity-based Sparse Subset Selection Member Ieee Ehsan Elhamifar Fellow Ieee Guillermo Sapiro F. I. S. Shankar Sastry 46 125 0 25 Jul 2014
Convex Analysis of Mixtures for Separating Non-negative Well-grounded Sources Yitan Zhu Niya Wang David J. Miller Yue Wang 52 11 0 28 Jun 2014
Enhancing Pure-Pixel Identification Performance via Preconditioning Nicolas Gillis Wing-Kin Ma 50 12 0 20 Jun 2014
Blind and fully constrained unmixing of hyperspectral images R. Ammanouil A. Ferrari C. Richard D. Mary 29 43 0 03 Mar 2014
Nonlinear hyperspectral unmixing with robust nonnegative matrix factorization Cédric Févotte N. Dobigeon 38 184 0 22 Jan 2014
The Why and How of Nonnegative Matrix Factorization Nicolas Gillis 35 363 0 21 Jan 2014
$Near-separable Non-negative Matrix Factorization with $\ell_1$- and Bregman Loss Functions$ Near-separable Non-negative Matrix Factorization with $\ell_1$ - and Bregman Loss Functions Abhishek Kumar Vikas Sindhwani 48 19 0 27 Dec 2013
Successive Nonnegative Projection Algorithm for Robust Nonnegative Blind Source Separation Nicolas Gillis 49 92 0 28 Oct 2013
Robust Near-Separable Nonnegative Matrix Factorization Using Linear Optimization Nicolas Gillis Robert Luce 43 92 0 18 Feb 2013
A New Geometric Approach to Latent Topic Modeling and Discovery Weicong Ding M. Rohban Prakash Ishwar Venkatesh Saligrama 53 5 0 05 Jan 2013
A Method for Finding Structured Sparse Solutions to Non-negative Least Squares Problems with Applications E. Esser Y. Lou Jack Xin 56 139 0 03 Jan 2013
Robustness Analysis of Hottopixx, a Linear Programming Model for Factoring Nonnegative Matrices Nicolas Gillis 53 49 0 28 Nov 2012
Fast Conical Hull Algorithms for Near-separable Non-negative Matrix Factorization Abhishek Kumar Vikas Sindhwani P. Kambadur 61 146 0 03 Oct 2012
Fast and Robust Recursive Algorithms for Separable Nonnegative Matrix Factorization Nicolas Gillis S. Vavasis 58 222 0 06 Aug 2012
Factoring nonnegative matrices with linear programs Victor Bittorf Benjamin Recht Christopher Ré J. Tropp 81 204 0 06 Jun 2012