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Kernel Networks with Fixed and Variable Widths

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F11%3A00357302" target="_blank" >RIV/67985807:_____/11:00357302 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1007/978-3-642-20282-7_2" target="_blank" >http://dx.doi.org/10.1007/978-3-642-20282-7_2</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-642-20282-7_2" target="_blank" >10.1007/978-3-642-20282-7_2</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Kernel Networks with Fixed and Variable Widths

  • Original language description

    The role of width in kernel models and radial-basis function networks is investigated with a special emphasis on the Gaussian case. Quantitative bounds are given on kernel-based regularization showing the effect of changing the width. These bounds are shown to be d-th powers of width ratios, and so they are exponential in the dimension of input data.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    IN - Informatics

  • OECD FORD branch

Result continuities

  • Project

    Result was created during the realization of more than one project. More information in the Projects tab.

  • Continuities

    Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2011

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Adaptive and Natural Computing Algorithms. Part I

  • ISBN

    978-3-642-20281-0

  • ISSN

  • e-ISSN

  • Number of pages

    10

  • Pages from-to

    12-21

  • Publisher name

    Springer

  • Place of publication

    Heidelberg

  • Event location

    Ljubljana

  • Event date

    Apr 14, 2011

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000302389300002