• DocumentCode
    3242910
  • Title

    The equivalence of TLS and correspondence analysis

  • Author

    Yao, I. ; Lorenzelli, F. ; Kong, J.

  • Author_Institution
    Dept. of Eng., California Univ., Los Angeles, CA, USA
  • Volume
    5
  • fYear
    1992
  • fDate
    23-26 Mar 1992
  • Firstpage
    305
  • Abstract
    The total least squares (TLS) technique is will known in numerical analysis and modern signal processing, while correspondence analysis (CA) has found applications in applied data and clustering analysis. Both techniques use the SVD method to determine their respective optimum solutions. Upon an appropriate preprocessing operation of centering the data matrix, it is shown by minimizing the energy of the perturbation imposed on the data matrix that the two approaches are equivalent. Some simple graphical interpretations and examples are given
  • Keywords
    least squares approximations; matrix algebra; numerical analysis; signal processing; TLS; clustering analysis; correspondence analysis; data analysis; data matrix; graphical interpretations; numerical analysis; perturbation energy minimization; preprocessing operation; signal processing; total least squares; Curve fitting; Data analysis; Equations; Frequency estimation; Gaussian processes; Least squares approximation; Least squares methods; Numerical analysis; Signal analysis; Signal processing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1992. ICASSP-92., 1992 IEEE International Conference on
  • Conference_Location
    San Francisco, CA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-0532-9
  • Type

    conf

  • DOI
    10.1109/ICASSP.1992.226622
  • Filename
    226622