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  • The paper is devoted to the comparison of different approaches to initialization of neural network weights. Most algorithms based on various levels of modification of random weight initialization are used for the multilayer artificial neural networks. Proposed methods were verified for simulated signals at first and then used for modelling of real data representing gas consumption in the Czech Republic.
  • The paper is devoted to the comparison of different approaches to initialization of neural network weights. Most algorithms based on various levels of modification of random weight initialization are used for the multilayer artificial neural networks. Proposed methods were verified for simulated signals at first and then used for modelling of real data representing gas consumption in the Czech Republic. (en)
  • Příspěvek je zaměřen na porovnání různých přístupů k inicializaci neuronových sítí. Cílem je studie možností modifikace výchozích náhodně volených konstant vícevrstvých sítí. Navržené metody jsou ověřeny na simulovaných datech a aplikovány na zpracování reálných dat spotřeby plynu v České republice. (cs)
Title
  • Algorithms for Initialization of Neural Network Weights
  • Algorithms for Initialization of Neural Network Weights (en)
  • Algoritmy pro inicializaci neuronových sítí (cs)
skos:prefLabel
  • Algorithms for Initialization of Neural Network Weights
  • Algorithms for Initialization of Neural Network Weights (en)
  • Algoritmy pro inicializaci neuronových sítí (cs)
skos:notation
  • RIV/60461373:22340/04:00011184!RIV/2005/MSM/223405/N
http://linked.open.../vavai/riv/strany
  • 453-459
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • Z(MSM 223400007)
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
  • 553878
http://linked.open...ai/riv/idVysledku
  • RIV/60461373:22340/04:00011184
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • Neural networks;initialization of neural networks weights (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [980F93B9FE6A]
http://linked.open...v/mistoKonaniAkce
  • Praha
http://linked.open...i/riv/mistoVydani
  • Praha
http://linked.open...i/riv/nazevZdroje
  • Sb. 12. konference MATLAB 2004
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Procházka, Aleš
  • Pavelka, Aleš
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
  • Humusoft
https://schema.org/isbn
  • 80-7080-550-1
http://localhost/t...ganizacniJednotka
  • 22340
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