Sparse and Unique Nonnegative Matrix Factorization Through Data Preprocessing

11 April 2012

Papers citing "Sparse and Unique Nonnegative Matrix Factorization Through Data Preprocessing"

38 / 38 papers shown

Title
Rank Suggestion in Non-negative Matrix Factorization: Residual Sensitivity to Initial Conditions (RSIC) Marc Tunnell Zachary J. DeBruine Erin Carrier 21 0 0 18 Oct 2024
Neural Nonnegative Matrix Factorization for Hierarchical Multilayer Topic Modeling T. Will R. Zhang E. Sadovnik M. Gao Joshua Vendrow Jamie Haddock Denali Molitor Deanna Needell BDL 13 9 0 28 Feb 2023
Refinement of Hottopixx Method for Nonnegative Matrix Factorization Under Noisy Separability Tomohiko Mizutani 26 2 0 07 Sep 2021
Crowdsourcing via Annotator Co-occurrence Imputation and Provable Symmetric Nonnegative Matrix Factorization Shahana Ibrahim Xiao Fu 16 9 0 14 Jun 2021
Reframing Neural Networks: Deep Structure in Overcomplete Representations Calvin Murdock George Cazenavette Simon Lucey BDL 41 4 0 10 Mar 2021
Symmetric Sparse Boolean Matrix Factorization and Applications Sitan Chen Zhao-quan Song Runzhou Tao Ruizhe Zhang 38 5 0 02 Feb 2021
Provably robust blind source separation of linear-quadratic near-separable mixtures Christophe Kervazo Nicolas Gillis N. Dobigeon 17 5 0 24 Nov 2020
$Matrix-wise $\ell_0$-constrained Sparse Nonnegative Least Squares$ Matrix-wise $\ell_0$ -constrained Sparse Nonnegative Least Squares Nicolas Nadisic Jérémy E. Cohen A. Vandaele Nicolas Gillis 11 0 0 22 Nov 2020
Deep matrix factorizations Pierre De Handschutter Nicolas Gillis Xavier Siebert BDL 28 40 0 01 Oct 2020
Sparse Nonnegative Tensor Factorization and Completion with Noisy Observations Xiongjun Zhang Michael K. Ng 13 13 0 21 Jul 2020
Explicit Group Sparse Projection with Applications to Deep Learning and NMF Riyasat Ohib Nicolas Gillis Niccolò Dalmasso Sameena Shah Vamsi K. Potluru Sergey Plis 16 8 0 09 Dec 2019
A New Anchor Word Selection Method for the Separable Topic Discovery Kun He Wu Wang Xiaosen Wang J. Hopcroft 13 3 0 10 May 2019
Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya Urns A. Cemgil M. Burak Kurutmaz S. Yıldırım Melih Barsbey Umut Simsekli 15 6 0 11 Mar 2019
Deep Component Analysis via Alternating Direction Neural Networks Calvin Murdock Ming-Fang Chang Simon Lucey BDL 24 20 0 16 Mar 2018
Low Permutation-rank Matrices: Structural Properties and Noisy Completion Nihar B. Shah Sivaraman Balakrishnan Martin J. Wainwright 24 18 0 01 Sep 2017
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality Songtao Lu Mingyi Hong Zhengdao Wang 24 47 0 24 Mar 2017
Introduction to Nonnegative Matrix Factorization Nicolas Gillis 19 46 0 02 Mar 2017
Permutation NMF Giovanni Barbarino 13 0 0 03 Aug 2016
Nonnegative Matrix Factorization Requires Irrationality D. Chistikov S. Kiefer Ines Marusic M. Shirmohammadi J. Worrell 11 13 0 22 May 2016
Online Nonnegative Matrix Factorization with Outliers Renbo Zhao Vincent Y. F. Tan 19 47 0 10 Apr 2016
A Unified Framework for Sparse Non-Negative Least Squares using Multiplicative Updates and the Non-Negative Matrix Factorization Problem Igor Fedorov Alican Nalci Ritwik Giri Bhaskar D. Rao Truong Thao Nguyen H. Garudadri 24 6 0 07 Apr 2016
A Characterization of the Non-Uniqueness of Nonnegative Matrix Factorizations Weiwei Pan F. Doshi-Velez 16 13 0 03 Apr 2016
Dynamical spectral unmixing of multitemporal hyperspectral images S. Henrot Jocelyn Chanussot Christian Jutten 8 78 0 14 Oct 2015
Linked Component Analysis from Matrices to High Order Tensors: Applications to Biomedical Data Guoxu Zhou Qibin Zhao Yu Zhang T. Adalı Shengli Xie A. Cichocki 23 182 0 29 Aug 2015
Sequential Dimensionality Reduction for Extracting Localized Features Gabriella Casalino Nicolas Gillis 13 21 0 26 May 2015
Compressed Nonnegative Matrix Factorization is Fast and Accurate Mariano Tepper Guillermo Sapiro 29 43 0 18 May 2015
Sparsity and adaptivity for the blind separation of partially correlated sources J. Bobin Jérémy Rapin A. Larue Jean-Luc Starck 32 53 0 09 Dec 2014
Heuristics for Exact Nonnegative Matrix Factorization A. Vandaele Nicolas Gillis François Glineur D. Tuyttens 30 46 0 26 Nov 2014
NMF with Sparse Regularizations in Transformed Domains Jérémy Rapin J. Bobin A. Larue Jean-Luc Starck 35 25 0 29 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
Efficient Nonnegative Tucker Decompositions: Algorithms and Uniqueness Guoxu Zhou A. Cichocki Qibin Zhao Shengli Xie 49 91 0 17 Apr 2014
The Why and How of Nonnegative Matrix Factorization Nicolas Gillis 35 363 0 21 Jan 2014
Successive Nonnegative Projection Algorithm for Robust Nonnegative Blind Source Separation Nicolas Gillis 49 92 0 28 Oct 2013
Semidefinite Programming Based Preconditioning for More Robust Near-Separable Nonnegative Matrix Factorization Nicolas Gillis S. Vavasis 55 56 0 08 Oct 2013
Hierarchical Clustering of Hyperspectral Images using Rank-Two Nonnegative Matrix Factorization Nicolas Gillis Da Kuang Haesun Park 44 118 0 14 Sep 2013
Sparse and Non-Negative BSS for Noisy Data Jérémy Rapin J. Bobin A. Larue Jean-Luc Starck 55 39 0 26 Aug 2013
Robust Near-Separable Nonnegative Matrix Factorization Using Linear Optimization Nicolas Gillis Robert Luce 43 92 0 18 Feb 2013
Fast and Robust Recursive Algorithms for Separable Nonnegative Matrix Factorization Nicolas Gillis S. Vavasis 58 221 0 06 Aug 2012