A genetic model and the Hopfield networks

  • A. Bertoni
  • P. Campadelli
  • M. Carpentieri
  • G. Grossi
Poster Presentations 1 Theory I: Associative Memory

DOI: 10.1007/3-540-61510-5_80

Part of the Lecture Notes in Computer Science book series (LNCS, volume 1112)
Cite this paper as:
Bertoni A., Campadelli P., Carpentieri M., Grossi G. (1996) A genetic model and the Hopfield networks. In: von der Malsburg C., von Seelen W., Vorbrüggen J.C., Sendhoff B. (eds) Artificial Neural Networks — ICANN 96. ICANN 1996. Lecture Notes in Computer Science, vol 1112. Springer, Berlin, Heidelberg

Abstract

In this paper a genetic model is presented and the dynamics in the thermodynamic limit is derived. Analogies and differences with neural networks are discussed and attractors of the genetic model are characterized as equilibria points of Hopfield's networks. The neural network and the genetic system are experimentally compared as approximate algorithms for the MAX-CUT problem.

Keywords

Hopfield's networks genetic algorithms optimization 

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Copyright information

© Springer-Verlag 1996

Authors and Affiliations

  • A. Bertoni
    • 1
  • P. Campadelli
    • 1
  • M. Carpentieri
    • 1
  • G. Grossi
    • 1
  1. 1.Dipartimento di Scienze dell'InformazioneUniversità degli Studi di MilanoMilanoItaly

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