Synthesis of a nonrecurrent associative memory model based on a nonlinear transformation in the spectral domain

نویسندگان

  • Bobby R. Hunt
  • Mariappan S. Nadar
  • Paul Keller
  • Eric VonColln
  • Anupam Goyal
چکیده

A new nonrecurrent associative memory model is proposed. This model is composed of a nonlinear transformation in the spectral domain followed by the association. The Moore-Penrose pseudoinverse is employed to obtain the least squares optimal solution. Computer simulations are done to evaluate the performance of the model. The simulations use one-dimensional speech signals and two-dimensional head/shoulder images. Comparison of the proposed model with the classical optimal linear associative memory and an optimal nonlinear associative memory is presented.

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عنوان ژورنال:
  • IEEE transactions on neural networks

دوره 4 5  شماره 

صفحات  -

تاریخ انتشار 1993