• DocumentCode
    3418667
  • Title

    Generic and typical ranks of three-way arrays

  • Author

    Comon, Pierre ; Ten Berge, Jos M F

  • Author_Institution
    CNRS, Nice Univ., Nice
  • fYear
    2008
  • fDate
    March 31 2008-April 4 2008
  • Firstpage
    3313
  • Lastpage
    3316
  • Abstract
    The concept of tensor rank, introduced in the twenties, has been popularized at the beginning of the seventies. This has allowed to carry out factor analysis on arrays with more than two indices. The generic rank may be seen as an upper bound to the number of factors that can be extracted from a given tensor, with certain uniqueness conditions. We explain how to obtain numerically the generic rank of tensors of arbitrary dimensions, and compare it with the rare algebraic results already known at order three. In particular, we examine the cases of symmetric tensors, tensors with symmetric matrix slices, or tensors with free entries. Related applications include antenna array processing.
  • Keywords
    antenna arrays; matrix algebra; tensors; algebraic results; antenna array processing; factor analysis; generic rank; symmetric matrix slices; symmetric tensors; tensor rank; three-way arrays; Antenna arrays; Array signal processing; Data analysis; Data mining; Psychology; Symmetric matrices; Tensile stress; Topology; Upper bound; Vectors; Antenna arrays; Canonical Decomposition; Factor Analysis; Generic rank; Parafac; Tensor;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
  • Conference_Location
    Las Vegas, NV
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4244-1483-3
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2008.4518359
  • Filename
    4518359