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Description
  • We consider a single perceptron N with synaptic delays which generalizes a simplified model for a spiking neuron where not only the time that a pulse needs to travel through a synapse is taken into account but also the input firing rates may have more different levels. A synchronization technique is introduced so that the results concerning the learnability of spiking neurons with binary delays also apply to N with arbitrary delays. In particular, the consistency problem for N with programmable delays and..
  • We consider a single perceptron N with synaptic delays which generalizes a simplified model for a spiking neuron where not only the time that a pulse needs to travel through a synapse is taken into account but also the input firing rates may have more different levels. A synchronization technique is introduced so that the results concerning the learnability of spiking neurons with binary delays also apply to N with arbitrary delays. In particular, the consistency problem for N with programmable delays and.. (en)
Title
  • On the Complexity of Training a Single Perceptron with Programmable Synaptic Delays.
  • On the Complexity of Training a Single Perceptron with Programmable Synaptic Delays. (en)
skos:prefLabel
  • On the Complexity of Training a Single Perceptron with Programmable Synaptic Delays.
  • On the Complexity of Training a Single Perceptron with Programmable Synaptic Delays. (en)
skos:notation
  • RIV/67985807:_____/03:06030045!RIV/2004/MSM/A06004/N
http://linked.open.../vavai/riv/strany
  • 221;233
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(LN00A056), Z(AV0Z1030915)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
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  • 619434
http://linked.open...ai/riv/idVysledku
  • RIV/67985807:_____/03:06030045
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • spiking neuron; synaptic delays; loading problem; PAC learning; robust learning (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [5FDD2C036E71]
http://linked.open...v/mistoKonaniAkce
  • Sapporo [JP]
http://linked.open...i/riv/mistoVydani
  • Berlin
http://linked.open...i/riv/nazevZdroje
  • Algorithmic Learning Theory.
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...ocetUcastnikuAkce
http://linked.open...nichUcastnikuAkce
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Šíma, Jiří
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
number of pages
http://purl.org/ne...btex#hasPublisher
  • Springer-Verlag
https://schema.org/isbn
  • 3-540-20291-9
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