The Fokker-planck Machine as Deterministic Ensemble Annealing 1 the Fokker-planck Machine as Deterministic Ensemble Annealing

نویسندگان

  • Joos Vandewalle
  • Herman Verrelst
  • Johan Suykens
چکیده

In this paper we discuss the relation between ensemble learning, deterministic annealing and Markov chain sample and optimization methods on the one hand and the Fokker-Planck Machine on the other hand. The latter was introduced as an alternative method for high-dimensional non-convex optimization, as often encountered in training of neural networks. We demonstrate how the Fokker-Planck Machine can be seen as a combination of and generalization to the aforementioned techniques.

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تاریخ انتشار 1998