• DocumentCode
    698348
  • Title

    ICA by mutual information minimization: An approach for avoiding local minima

  • Author

    Babaie-Zadeh, Massoud ; Bahmani, Bahman ; Jutten, Christian

  • Author_Institution
    Electr. Eng. Dept., Sharif Univ. of Technol., Tehran, Iran
  • fYear
    2005
  • fDate
    4-8 Sept. 2005
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Using Mutual Information (MI) minimization is very common in Blind Source Separation (BSS). However, it is known that gradient descent approaches may trap in local minima of MI in constrained models. In this paper, it is proposed that this problem may be solved using a `poor´ estimation of the derivative of MI.
  • Keywords
    blind source separation; gradient methods; independent component analysis; BSS; ICA; MI minimization; blind source separation; gradient descent approaches; mutual information minimization; Abstracts; Estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference, 2005 13th European
  • Conference_Location
    Antalya
  • Print_ISBN
    978-160-4238-21-1
  • Type

    conf

  • Filename
    7077932
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=698348