About: Can Two Hidden Layers Make a Difference?     Goto   Sponge   NotDistinct   Permalink

An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

AttributesValues
rdf:type
Description
  • Representations of multivariable Boolean functions by one and two-hidden-layer Heaviside perceptron networks are investigated. Sufficient conditions are given for representations with the numbers of network units depending on the input dimension d linearly and polynomially. Functions with such numbers depending on d exponentially or having some weights exponentially large are described in terms of properties of their communication matrices. A mathematical formalization of the concept of “highly-varying functions is proposed. There is given an example of such function which can be represented by a network with two hidden layers with merely d units.
  • Representations of multivariable Boolean functions by one and two-hidden-layer Heaviside perceptron networks are investigated. Sufficient conditions are given for representations with the numbers of network units depending on the input dimension d linearly and polynomially. Functions with such numbers depending on d exponentially or having some weights exponentially large are described in terms of properties of their communication matrices. A mathematical formalization of the concept of “highly-varying functions is proposed. There is given an example of such function which can be represented by a network with two hidden layers with merely d units. (en)
Title
  • Can Two Hidden Layers Make a Difference?
  • Can Two Hidden Layers Make a Difference? (en)
skos:prefLabel
  • Can Two Hidden Layers Make a Difference?
  • Can Two Hidden Layers Make a Difference? (en)
skos:notation
  • RIV/67985807:_____/13:00391257!RIV14-GA0-67985807
http://linked.open...avai/predkladatel
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • I, P(GAP202/11/1368)
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
  • 64190
http://linked.open...ai/riv/idVysledku
  • RIV/67985807:_____/13:00391257
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • one and two hidden-layer perceptron networks; model complexity; representations of multivariable Boolean functions; communication matrices (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [81AAB92AF67E]
http://linked.open...v/mistoKonaniAkce
  • Lausanne
http://linked.open...i/riv/mistoVydani
  • Berlin
http://linked.open...i/riv/nazevZdroje
  • Adaptive and Natural Computing Algorithms
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
  • Kůrková, Věra
  • Sanguineti, M.
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
issn
  • 0302-9743
number of pages
http://bibframe.org/vocab/doi
  • 10.1007/978-3-642-37213-1_4
http://purl.org/ne...btex#hasPublisher
  • Springer-Verlag
https://schema.org/isbn
  • 978-3-642-37212-4
Faceted Search & Find service v1.16.118 as of Jun 21 2024


Alternative Linked Data Documents: ODE     Content Formats:   [cxml] [csv]     RDF   [text] [turtle] [ld+json] [rdf+json] [rdf+xml]     ODATA   [atom+xml] [odata+json]     Microdata   [microdata+json] [html]    About   
This material is Open Knowledge   W3C Semantic Web Technology [RDF Data] Valid XHTML + RDFa
OpenLink Virtuoso version 07.20.3240 as of Jun 21 2024, on Linux (x86_64-pc-linux-gnu), Single-Server Edition (126 GB total memory, 112 GB memory in use)
Data on this page belongs to its respective rights holders.
Virtuoso Faceted Browser Copyright © 2009-2024 OpenLink Software