Methods for Nonnegative Matrix Factorization Based on Low-Rank Cross Approximations

被引:0
|
作者
E. E. Tyrtyshnikov
E. M. Shcherbakova
机构
[1] Institute of Numerical Mathematics,
[2] Russian Academy of Sciences,undefined
[3] Faculty of Computational Mathematics and Cybernetics,undefined
[4] Moscow State University,undefined
关键词
nonnegative matrix factorization; separable matrices; fast algorithms; cross approximation methods;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:1251 / 1266
页数:15
相关论文
共 50 条
  • [1] Methods for Nonnegative Matrix Factorization Based on Low-Rank Cross Approximations
    Tyrtyshnikov, E. E.
    Shcherbakova, E. M.
    [J]. COMPUTATIONAL MATHEMATICS AND MATHEMATICAL PHYSICS, 2019, 59 (08) : 1251 - 1266
  • [2] Low-rank nonnegative matrix factorization on Stiefel manifold
    He, Ping
    Xu, Xiaohua
    Ding, Jie
    Fan, Baichuan
    [J]. INFORMATION SCIENCES, 2020, 514 : 131 - 148
  • [3] Fast Nonnegative Matrix/Tensor Factorization Based on Low-Rank Approximation
    Zhou, Guoxu
    Cichocki, Andrzej
    Xie, Shengli
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (06) : 2928 - 2940
  • [4] Efficient preconditioning for noisy separable nonnegative matrix factorization problems by successive projection based low-rank approximations
    Tomohiko Mizutani
    Mirai Tanaka
    [J]. Machine Learning, 2018, 107 : 643 - 673
  • [5] Efficient preconditioning for noisy separable nonnegative matrix factorization problems by successive projection based low-rank approximations
    Mizutani, Tomohiko
    Tanaka, Mirai
    [J]. MACHINE LEARNING, 2018, 107 (04) : 643 - 673
  • [6] A hybrid algorithm for low-rank approximation of nonnegative matrix factorization
    Wang, Peitao
    He, Zhaoshui
    Xie, Kan
    Gao, Junbin
    Antolovich, Michael
    Tan, Beihai
    [J]. NEUROCOMPUTING, 2019, 364 : 129 - 137
  • [7] Study of performance of low-rank nonnegative tensor factorization methods
    Shcherbakova, Elena M.
    Matveev, Sergey A.
    Smirnov, Alexander P.
    Tyrtyshnikov, Eugene E.
    [J]. RUSSIAN JOURNAL OF NUMERICAL ANALYSIS AND MATHEMATICAL MODELLING, 2023, 38 (04) : 231 - 239
  • [8] Structurally Incoherent Low-Rank Nonnegative Matrix Factorization for Image Classification
    Lu, Yuwu
    Yuan, Chun
    Zhu, Wenwu
    Li, Xuelong
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 27 (11) : 5248 - 5260
  • [9] Underwater Image Enhancement with the Low-Rank Nonnegative Matrix Factorization Method
    Liu, Xiaopeng
    Liu, Cong
    Liu, Xiaochen
    [J]. INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2021, 35 (08)
  • [10] A Nonnegative Projection Based Algorithm for Low-Rank Nonnegative Matrix Approximation
    Wang, Peitao
    He, Zhaoshui
    Xie, Kan
    Gao, Junbin
    Antolovich, Michael
    [J]. NEURAL INFORMATION PROCESSING, ICONIP 2017, PT I, 2017, 10634 : 240 - 247