The Why and How of Nonnegative Matrix Factorization

21 January 2014

Papers citing "The Why and How of Nonnegative Matrix Factorization"

31 / 31 papers shown

Title
GSVD-NMF: Recovering Missing Features in Non-negative Matrix Factorization Youdong Guo T. Holy 28 0 0 10 Jan 2025
Multifidelity Covariance Estimation via Regression on the Manifold of Symmetric Positive Definite Matrices A. Maurais Terrence Alsup Benjamin Peherstorfer Youssef Marzouk 38 3 0 23 Jul 2023
A Provable Splitting Approach for Symmetric Nonnegative Matrix Factorization Xiao Li Zhihui Zhu Qiuwei Li Kai Liu 13 12 0 25 Jan 2023
Concept-based Explanations using Non-negative Concept Activation Vectors and Decision Tree for CNN Models Gayda Mutahar Tim Miller FAtt 26 6 0 19 Nov 2022
Separable Quaternion Matrix Factorization for Polarization Images Junjun Pan Michael K. Ng 20 8 0 28 Jul 2022
Factorizer: A Scalable Interpretable Approach to Context Modeling for Medical Image Segmentation Pooya Ashtari Diana Sima L. De Lathauwer D. Sappey-Marinier F. Maes Sabine Van Huffel ViT MedIm 28 35 0 24 Feb 2022
Crime Hot-Spot Modeling via Topic Modeling and Relative Density Estimation Jonathan Y. Zhou Sarah Huestis-Mitchell Xiuyuan Cheng Yao Xie 14 0 0 08 Feb 2022
Convex Latent Effect Logit Model via Sparse and Low-rank Decomposition Hongyuan Zhan Kamesh Madduri V. Shankar 10 0 0 22 Aug 2021
On Application of Block Kaczmarz Methods in Matrix Factorization Edwin Chau Jamie Haddock 14 1 0 20 Oct 2020
Algorithms for Nonnegative Matrix Factorization with the Kullback-Leibler Divergence L. Hien Nicolas Gillis 16 58 0 05 Oct 2020
Deep matrix factorizations Pierre De Handschutter Nicolas Gillis Xavier Siebert BDL 28 40 0 01 Oct 2020
Fast and Secure Distributed Nonnegative Matrix Factorization Yuqiu Qian Conghui Tan Danhao Ding Hui Li N. Mamoulis 30 13 0 07 Sep 2020
Online matrix factorization for Markovian data and applications to Network Dictionary Learning Hanbaek Lyu Deanna Needell Laura Balzano 27 26 0 05 Nov 2019
A Provably Correct and Robust Algorithm for Convolutive Nonnegative Matrix Factorization Anthony Degleris Nicolas Gillis 19 7 0 17 Jun 2019
Beyond Alternating Updates for Matrix Factorization with Inertial Bregman Proximal Gradient Algorithms Mahesh Chandra Mukkamala Peter Ochs 19 21 0 22 May 2019
Minimum description length as an objective function for non-negative matrix factorization Steven Squires Adam Prugel-Bennett M. Niranjan 14 2 0 05 Feb 2019
Accelerating Nonnegative Matrix Factorization Algorithms using Extrapolation A. Ang Nicolas Gillis 16 45 0 17 May 2018
Stochastic model-based minimization of weakly convex functions Damek Davis Dmitriy Drusvyatskiy 33 370 0 17 Mar 2018
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
Cyclic Coordinate Update Algorithms for Fixed-Point Problems: Analysis and Applications Y. T. Chow Tianyu Wu W. Yin 19 26 0 08 Nov 2016
Robust Volume Minimization-Based Matrix Factorization for Remote Sensing and Document Clustering Xiao Fu Kejun Huang Bo Yang Wing-Kin Ma N. Sidiropoulos 11 101 0 15 Aug 2016
Adaptive Nonnegative Matrix Factorization and Measure Comparisons for Recommender Systems G. D. Corso F. Romani 15 14 0 26 Jul 2016
Nonnegative Matrix Factorization Requires Irrationality D. Chistikov S. Kiefer Ines Marusic M. Shirmohammadi J. Worrell 14 13 0 22 May 2016
Sequential Dimensionality Reduction for Extracting Localized Features Gabriella Casalino Nicolas Gillis 16 21 0 26 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
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
Kernel Nonnegative Matrix Factorization Without the Curse of the Pre-image - Application to Unmixing Hyperspectral Images Fei Zhu P. Honeine Maya Kallas 36 12 0 16 Jul 2014
Successive Nonnegative Projection Algorithm for Robust Nonnegative Blind Source Separation Nicolas Gillis 49 92 0 28 Oct 2013
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