Randomized Nonnegative Matrix Factorization

v1v2 (latest)

Randomized Nonnegative Matrix Factorization

6 November 2017

N. Benjamin Erichson

Ariana Mendible

Sophie Wihlborn

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Papers citing "Randomized Nonnegative Matrix Factorization"

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Title
Sparse Principal Component Analysis via Variable Projection N. Benjamin Erichson Peng Zeng Krithika Manohar Steven L. Brunton J. Nathan Kutz Aleksandr Aravkin 53 120 0 01 Apr 2018
Why are Big Data Matrices Approximately Low Rank? Madeleine Udell Alex Townsend 57 25 0 21 May 2017
Randomized CP Tensor Decomposition N. Benjamin Erichson Krithika Manohar Steven L. Brunton J. Nathan Kutz 63 64 0 27 Mar 2017
Introduction to Nonnegative Matrix Factorization Nicolas Gillis 63 46 0 02 Mar 2017
Practical sketching algorithms for low-rank matrix approximation J. Tropp A. Yurtsever Madeleine Udell Volkan Cevher 117 209 0 31 Aug 2016
Randomized Matrix Decompositions using R N. Benjamin Erichson S. Voronin Steven L. Brunton J. Nathan Kutz 53 145 0 06 Aug 2016
Compressed Nonnegative Matrix Factorization is Fast and Accurate Mariano Tepper Guillermo Sapiro 96 43 0 18 May 2015
An implementation of a randomized algorithm for principal component analysis Arthur Szlam Y. Kluger M. Tygert 57 43 0 11 Dec 2014
Algorithms, Initializations, and Convergence for the Nonnegative Matrix Factorization A. Langville C. D. Meyer Russell Albright J. Cox David Duling 30 162 0 28 Jul 2014
Optimal CUR Matrix Decompositions Christos Boutsidis David P. Woodruff 113 188 0 30 May 2014
The Why and How of Nonnegative Matrix Factorization Nicolas Gillis 102 365 0 21 Jan 2014
Hyperspectral Unmixing Overview: Geometrical, Statistical, and Sparse Regression-Based Approaches J. Bioucas-Dias Antonio J. Plaza N. Dobigeon M. Parente Q. Du P. Gader Jocelyn Chanussot 88 2,573 0 28 Feb 2012
Bilateral Random Projections Dinesh Manocha Dacheng Tao 59 67 0 22 Dec 2011
Computing a Nonnegative Matrix Factorization -- Provably Sanjeev Arora Rong Ge R. Kannan Ankur Moitra 309 399 0 03 Nov 2011
A randomized algorithm for principal component analysis V. Rokhlin Arthur Szlam M. Tygert 87 432 0 12 Sep 2008