Blind source separation by entropy rate minimization

被引:5
|
作者
Gómez-Herrero G. [1 ]
Rutanen K. [1 ]
Egiazarian K. [1 ]
机构
[1] Department of Signal Processing, Tampere University of Technology, Tampere
关键词
Blind source separation; Electroencephalography; Independent component analysis;
D O I
10.1109/LSP.2009.2035731
中图分类号
学科分类号
摘要
An algorithm for the blind separation of mutually independent and/or temporally correlated sources is presented in this letter. The algorithm is closely related to the maximum likelihood approach based on entropy rate minimization but uses a simpler contrast function that can be accurately and efficiently estimated using nearest-neighbor distances. The advantages of the new algorithm are highlighted using simulations and real electroencephalographic data. © 2009 IEEE.
引用
收藏
页码:153 / 156
页数:3
相关论文
共 50 条
  • [1] Blind Source Separation by Entropy Rate Minimization
    Fu, Geng-Shen
    Phlypo, Ronald
    Anderson, Matthew
    Li, Xi-Lin
    Adali, Tuelay
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (16) : 4245 - 4255
  • [2] ALGORITHMS FOR MARKOVIAN SOURCE SEPARATION BY ENTROPY RATE MINIMIZATION
    Fu, Geng-Shen
    Phlypo, Ronald
    Anderson, Matthew
    Li, Xi-Lin
    Adali, Tuelay
    2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 3248 - 3252
  • [3] The use of entropy minimization for the solution of blind source separation problems in image analysis
    Guo, LF
    Garland, M
    PATTERN RECOGNITION, 2006, 39 (06) : 1066 - 1073
  • [4] BLIND SPATIOTEMPORAL SEPARATION OF SECOND AND/OR HIGHER-ORDER CORRELATED SOURCES BY ENTROPY RATE MINIMIZATION
    Li, Xi-Lin
    Adalt, Tuelay
    2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2010, : 1934 - 1937
  • [5] On the entropy minimization of a linear mixture of variables for source separation
    Vrins, F
    Verleysen, M
    SIGNAL PROCESSING, 2005, 85 (05) : 1029 - 1044
  • [6] An analysis of entropy estimators for blind source separation
    Hild, KE
    Erdogmus, D
    Principe, JC
    SIGNAL PROCESSING, 2006, 86 (01) : 182 - 194
  • [7] An adaptive entropy optimization algorithm for blind source separation
    Wang, YX
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL VI, PROCEEDINGS: SIGNAL PROCESSING THEORY AND METHODS, 2003, : 605 - 608
  • [8] Majorization-minimization for blind source separation of sparse sources
    Mourad, Nasser
    Reilly, James P.
    Kirubarajan, T.
    SIGNAL PROCESSING, 2017, 131 : 120 - 133
  • [9] Blind source separation: Are information maximization and redundancy minimization different?
    Obradovic, D
    Deco, G
    NEURAL NETWORKS FOR SIGNAL PROCESSING VII, 1997, : 416 - 425
  • [10] Blind Source Separation by Nuclear Norm Minimization and Local Recoverability Analysis
    Tanaka, Takashi
    Langbort, Cedric
    Mestha, Lalit K.
    Gil, Alvaro E.
    IEEE SIGNAL PROCESSING LETTERS, 2013, 20 (08) : 827 - 830