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Chap8 Associative Neural Networks

Abstract

  • Basics of associative memories
  • Learning in associative networks
  • Asynchronous networks: Hopfield model
  • Hebbian learning in Hopfield networks
  • Stochastic networks: Boltzmann model

The goal of associative memories(AM) is to associate given input and output vectors

bipolar coding of input vectors

activation function is the sign function

Hopfield model of AM networks

BAM

the energy function of a BAM

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