• DocumentCode
    2629752
  • Title

    Capacity of recurrent networks

  • Author

    Li, Leong Kwan

  • Author_Institution
    Dept. of Maths., Univ. of Southern California, Los Angeles, CA, USA
  • fYear
    1991
  • fDate
    18-21 Nov 1991
  • Firstpage
    1330
  • Abstract
    It is shown that one can assign n arbitrarily linearly independent target outputs as fixed points for a recurrent network and that this assignment is independent of the dynamics of the system. The recurrent network has a capacity of at least n, which is the size of the net. The numerical complexity for obtaining the weights is discussed
  • Keywords
    computational complexity; matrix algebra; neural nets; capacity; dynamics; neural nets; numerical complexity; recurrent networks; weight matrix; Biological system modeling; Cells (biology); Chaos; Continuous time systems; Differential equations; Mathematical model; Mathematics; Neural networks; Neurons; Nonlinear dynamical systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1991. 1991 IEEE International Joint Conference on
  • Print_ISBN
    0-7803-0227-3
  • Type

    conf

  • DOI
    10.1109/IJCNN.1991.170581
  • Filename
    170581