Fast and Robust Recursive Algorithms for Separable Nonnegative Matrix Factorization

6 August 2012

Papers citing "Fast and Robust Recursive Algorithms for Separable Nonnegative Matrix Factorization"

25 / 25 papers shown

Title
Coseparable Nonnegative Tensor Factorization With T-CUR Decomposition Juefei Chen Longxiu Huang Yimin Wei 22 1 0 30 Jan 2024
Joint Probability Estimation Using Tensor Decomposition and Dictionaries Shaan ul Haque Ajit V. Rajwade Karthik S. Gurumoorthy 22 2 0 03 Mar 2022
Assigning Topics to Documents by Successive Projections Olga Klopp Maxim Panov Suzanne Sigalla Alexandre B. Tsybakov 21 9 0 08 Jul 2021
Deep matrix factorizations Pierre De Handschutter Nicolas Gillis Xavier Siebert BDL 28 40 0 01 Oct 2020
A Provably Correct and Robust Algorithm for Convolutive Nonnegative Matrix Factorization Anthony Degleris Nicolas Gillis 11 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
Estimating Mixed Memberships with Sharp Eigenvector Deviations Xueyu Mao Purnamrita Sarkar Deepayan Chakrabarti 14 84 0 01 Sep 2017
A Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization: Convergence Analysis and Optimality Songtao Lu Mingyi Hong Zhengdao Wang 16 47 0 24 Mar 2017
Anchor-Free Correlated Topic Modeling: Identifiability and Algorithm Kejun Huang Xiao Fu N. Sidiropoulos 19 55 0 15 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 6 100 0 15 Aug 2016
Dimensionality-Dependent Generalization Bounds for $k$ -Dimensional Coding Schemes Tongliang Liu Dacheng Tao Dong Xu 21 56 0 03 Jan 2016
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 15 182 0 29 Aug 2015
Compressed Nonnegative Matrix Factorization is Fast and Accurate Mariano Tepper Guillermo Sapiro 21 43 0 18 May 2015
Nonparametric Detection of Nonlinearly Mixed Pixels and Endmember Estimation in Hyperspectral Images Tales Imbiriba J. Bermudez C. Richard J. Tourneret 35 31 0 18 Mar 2015
Spectral Clustering by Ellipsoid and Its Connection to Separable Nonnegative Matrix Factorization Tomohiko Mizutani 27 1 0 05 Mar 2015
Detecting Overlapping Communities in Networks Using Spectral Methods Yuan Zhang Elizaveta Levina Ji Zhu 46 103 0 10 Dec 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 29 67 0 15 Sep 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
Divide-and-Conquer Learning by Anchoring a Conical Hull Tianyi Zhou J. Bilmes Carlos Guestrin 56 18 0 22 Jun 2014
Identifiability of the Simplex Volume Minimization Criterion for Blind Hyperspectral Unmixing: The No Pure-Pixel Case Chia-Hsiang Lin Wing-Kin Ma Wei-Chiang Li Chong-Yung Chi Arulmurugan Ambikapathi 36 114 0 20 Jun 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 50 56 0 08 Oct 2013
Sparse and Non-Negative BSS for Noisy Data Jérémy Rapin J. Bobin A. Larue Jean-Luc Starck 50 39 0 26 Aug 2013
Factoring nonnegative matrices with linear programs Victor Bittorf Benjamin Recht Christopher Ré J. Tropp 81 204 0 06 Jun 2012
Sparse and Unique Nonnegative Matrix Factorization Through Data Preprocessing Nicolas Gillis 60 148 0 11 Apr 2012