About: Genetic Selection and Cloning in GMDH MIA Method     Goto   Sponge   NotDistinct   Permalink

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Description
  • Algoritmus GMDH-MIA byl modifikován použitím selekční procedury z genetických algoritmů a zahrnutím klonování. Selekční procedura najde rodiče pro nový neuron mezi již existujícími neurony podle jejich fitness a s určitou pravděpodobností také mezi vstupy sítě. Podstatou klonování je malá modifikace parametrů nejlepšího neuronu. Geneticky modifikovaná síť GMDH s kolonováním (GMC-GMDH) je schopna lepších výsledků než jiné výkonné metody. Je to ukázáno na některých datech z Machine Learning Repository. (cs)
  • The GMDH MIA algorithm is modified by the use of selection procedure from genetic algorithms and including cloning of the best neurons generated. The selection procedure finds parents for a new neuron among already existing neurons according to fitness and with some probability also from network inputs. The essence of cloning is slight modification of parameters of copies of the best neuron, i.e. neuron with the largest fitness. The genetically modified GMDH network with cloning (GMC-GMDH) can outperform other powerful methods. It is demonstrated on some tasks from Machine Learning Repository.
  • The GMDH MIA algorithm is modified by the use of selection procedure from genetic algorithms and including cloning of the best neurons generated. The selection procedure finds parents for a new neuron among already existing neurons according to fitness and with some probability also from network inputs. The essence of cloning is slight modification of parameters of copies of the best neuron, i.e. neuron with the largest fitness. The genetically modified GMDH network with cloning (GMC-GMDH) can outperform other powerful methods. It is demonstrated on some tasks from Machine Learning Repository. (en)
Title
  • Genetic Selection and Cloning in GMDH MIA Method
  • Genetic Selection and Cloning in GMDH MIA Method (en)
  • Genetická selekce a klonování v metodě GMDH MIA (cs)
skos:prefLabel
  • Genetic Selection and Cloning in GMDH MIA Method
  • Genetic Selection and Cloning in GMDH MIA Method (en)
  • Genetická selekce a klonování v metodě GMDH MIA (cs)
skos:notation
  • RIV/68407700:21460/07:12132802!RIV08-MSM-21460___
http://linked.open.../vavai/riv/strany
  • 165;171
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(1M0567), Z(AV0Z10300504), Z(MSM6840770012)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 423138
http://linked.open...ai/riv/idVysledku
  • RIV/68407700:21460/07:12132802
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • genetic algorithm; genetic selection; inductive modeling (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [5A3470BDA09F]
http://linked.open...v/mistoKonaniAkce
  • Praha
http://linked.open...i/riv/mistoVydani
  • Praha
http://linked.open...i/riv/nazevZdroje
  • IWIM 2007 - International Workshop on Inductive Modelling
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Jiřina, Marcel
  • Jiřina, M.
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
  • České vysoké učení technické v Praze
https://schema.org/isbn
  • 978-80-01-03881-9
http://localhost/t...ganizacniJednotka
  • 21460
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