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25 October 2021
 
  » arxiv » q-bio.NC/0401001

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K-Winners-Take-All Computation with Neural Oscillators
Wei Wang ; Jean-Jacques E. Slotine ;
Date 31 Dec 2003
Subject Neurons and Cognition | q-bio.NC
AbstractArtificial spike-based computation, inspired by models of computation in the central nervous system, may present significant performance advantages over traditional methods for specific types of large scale problems. This paper describes very simple network architectures for k-winners-take-all and soft-winner-take-all computation using neural oscillators. Fast convergence is achieved from arbitrary initial conditions, which makes the networks particularly suitable to track time-varying inputs.
Source arXiv, q-bio.NC/0401001
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