• DocumentCode
    149555
  • Title

    On almost sure identifiability of non multilinear tensor decomposition

  • Author

    Cohen, Johanne ; Comon, Pierre

  • Author_Institution
    Gipsa-Lab., St. Martin d´Hères, France
  • fYear
    2014
  • fDate
    1-5 Sept. 2014
  • Firstpage
    2245
  • Lastpage
    2249
  • Abstract
    Uniqueness of tensor decompositions is of crucial importance in numerous engineering applications. Extensive work in algebraic geometry has given various bounds involving tensor rank and dimensions to ensure generic identifiability. However, most of this work is hardly accessible to non-specialists, and does not apply to non-multilinear models. In this paper, we present another approach, using the Jacobian of the model. The latter sheds a new light on bounds and exceptions previously obtained. Finally, the method proposed is applied to a non-multilinear decomposition used in fluorescence spectrometry, which permits to state generic local identifiability.
  • Keywords
    Jacobian matrices; chemistry computing; computational geometry; tensors; Jacobian model; algebraic geometry; fluorescence spectrometry; generic local identifiability; nonmultilinear tensor decomposition; tensor rank; Approximation methods; Equations; Jacobian matrices; Mathematical model; Matrix decomposition; Tensile stress; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European
  • Conference_Location
    Lisbon
  • Type

    conf

  • Filename
    6952809