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
  • [41] Source distribution models for blind source separation
    Rai, CS
    Singh, Y
    NEUROCOMPUTING, 2004, 57 : 501 - 505
  • [42] A Regularized Weighted Smoothed L0 Norm Minimization Method for Underdetermined Blind Source Separation
    Wang, Linyu
    Yin, Xiangjun
    Yue, Huihui
    Xiang, Jianhong
    SENSORS, 2018, 18 (12)
  • [43] A Minimization Formulation for Source Separation with a Microphone Array
    Bayram, Ilker
    Kocanaogullari, Aziz
    2015 23RD SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2015, : 1014 - 1017
  • [44] On the relationship between blind deconvolution and blind source separation
    Douglas, SC
    Haykin, S
    THIRTY-FIRST ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2, 1998, : 1591 - 1595
  • [45] A blind-ML scheme for blind source separation
    Lomnitz, Y
    Yeredor, A
    PROCEEDINGS OF THE 2003 IEEE WORKSHOP ON STATISTICAL SIGNAL PROCESSING, 2003, : 581 - 584
  • [46] BLIND SIGNAL SEPARATION BY ENTROPY MAXIMIZATION (INFOMAX)
    Jin, Qinggui
    Wang, Guirong
    Liu, Yuancheng
    2010 6TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS NETWORKING AND MOBILE COMPUTING (WICOM), 2010,
  • [47] Blind Separation of Noncircular Correlated Sources Using Gaussian Entropy Rate Stationary Gaussian Sources
    Li, Xi-Lin
    Adali, Tuelay
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2011, 59 (06) : 2969 - 2975
  • [48] Minimum entropy algorithms for source separation
    Wu, HC
    Principe, JC
    1998 MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, PROCEEDINGS, 1999, : 242 - 245
  • [49] Blind source separation based blind estimation of the spreading sequences for multi-rate DS/CDMA signals
    Ren, Xiaotian
    Xu, Hui
    Huang, Zhitao
    Wang, Fenghua
    Lu, Fengbo
    Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica, 2012, 33 (08): : 1455 - 1465
  • [50] On Separation Performance Enhancement in Convolutive Blind Source Separation
    Mazur, Radoslaw
    Mertins, Alfred
    2008 42ND ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS AND COMPUTERS, VOLS 1-4, 2008, : 1718 - 1721