A Data-Reusing Nonlinear Gradient Descent Algorithm for a Class of Complex-Valued Neural Adaptive Filters

  • Authors:
  • Andrew I. Hanna;Danilo P. Mandic

  • Affiliations:
  • School of Information Systems, University of East Anglia, Norwich, NR4 7TJ, Norfolk, U.K. e-mail: aih@sys.uea.ac.uk;Communications and Signal Processing Group of the Department of Electrical and Electronic Engineering, Imperial College of Science, Technology and Medicine, London, U.K. e-mail: d.mandic@i ...

  • Venue:
  • Neural Processing Letters
  • Year:
  • 2003

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Abstract

This letter presents a sigma-pi-sigma neural network (SPSNN) structure. The SPSNN can learn to implement static mapping that multilayer neural networks and radial basis function networks usually do. The output of the SPSNN has the sum of product-of-sum ...