Conjugate gradient algorithms for minor subspace analysis

被引:0
|
作者
Badeau, Roland [1 ]
David, Bertrand [1 ]
Richard, Gael [1 ]
机构
[1] Telecom Paris, Dept TSI, 46 Rue Barrault, F-75634 Paris 13, France
关键词
conjugate gradient methods; minor subspace analysis; subspace tracking;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We introduce a conjugate gradient method for estimating, and tracking the minor eigenvector of a data correlation matrix. This new algorithm is less computationally demanding and converges faster than other methods derived from the conjugate gradient approach. It can also be applied in the context of minor subspace tracking, as a pre-processing step for the YAST algorithm, in order to enhance its performance. Simulations show that the resulting algorithm converges much faster than existing minor subspace trackers.
引用
收藏
页码:1013 / +
页数:2
相关论文
共 50 条
  • [1] A SUBSPACE STUDY ON CONJUGATE-GRADIENT ALGORITHMS
    YUAN, YX
    STOER, J
    [J]. ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 1995, 75 (01): : 69 - 77
  • [2] A SUBSPACE STUDY ON CONJUGATE-GRADIENT ALGORITHMS
    STOER, J
    YUAN, Y
    [J]. ZEITSCHRIFT FUR ANGEWANDTE MATHEMATIK UND MECHANIK, 1994, 74 (06): : T526 - T528
  • [3] Principal and minor subspace tracking: Algorithms & stability analysis
    Bartelmaos, S.
    Abed-Meraim, K.
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-13, 2006, : 3011 - 3014
  • [4] A Class of Three-Dimensional Subspace Conjugate Gradient Algorithms for Unconstrained Optimization
    Huo, Jun
    Yang, Jielan
    Wang, Guoxin
    Yao, Shengwei
    [J]. SYMMETRY-BASEL, 2022, 14 (01):
  • [5] Analysis of parallel preconditioned conjugate gradient algorithms
    Ciegis, R
    [J]. INFORMATICA, 2005, 16 (03) : 317 - 332
  • [6] Analysis of conjugate gradient algorithms for adaptive filtering
    Chang, PS
    Willson, AN
    [J]. ISCAS '97 - PROCEEDINGS OF 1997 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS I - IV: CIRCUITS AND SYSTEMS IN THE INFORMATION AGE, 1997, : 2292 - 2295
  • [7] Analysis of conjugate gradient algorithms for adaptive filtering
    Chang, PS
    Willson, AN
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2000, 48 (02) : 409 - 418
  • [8] Conjugate gradient projection subspace tracking
    Fu, ZQ
    Dowling, EM
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (06) : 1664 - 1668
  • [9] On the conjugate gradient subspace pursuit algorithm
    Yuan, Qionglin
    Wang, Jinping
    [J]. APPLICABLE ANALYSIS, 2024,
  • [10] The Kernel Conjugate Gradient Algorithms
    Zhang, Ming
    Wang, Xiaojian
    Chen, Xiaoming
    Zhang, Anxue
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2018, 66 (16) : 4377 - 4387