Hopfield neural networks: a survey

  • Authors:
  • Humayun Karim Sulehria;Ye Zhang

  • Affiliations:
  • School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, PR China;School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, PR China

  • Venue:
  • AIKED'07 Proceedings of the 6th Conference on 6th WSEAS Int. Conf. on Artificial Intelligence, Knowledge Engineering and Data Bases - Volume 6
  • Year:
  • 2007

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Abstract

In this work we survey the Hopfield neural network, introduction of which rekindled interest in the neural networks through the work of Hopfield and others. Hopfield net has many interesting features, applications, and implementations and it comes in two flavors, digital and analog. A brief review of the model oriented towards pattern recognition is also considered. Some interesting variations of the network or neuron model are noted which are being considered by researchers may lead to better performance or overcome problems such as capacity of the network.