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Sum and Product Kernel Regularization Networks

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F06%3A00339949" target="_blank" >RIV/67985807:_____/06:00339949 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Sum and Product Kernel Regularization Networks

  • Original language description

    We study the problem of learning from examples by means of function approximation theory. Based on Aronszajn's formulation of sum of kernels and product of kernels, we derive new approximation schemas -- Sum Kernel Regularization Network and Product Kernel Regularization Network. We demonstrate their performance on experiments. For many tasks our schemas outperform the classical solutions.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

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

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>Z - Vyzkumny zamer (s odkazem do CEZ)

Others

  • Publication year

    2006

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    Artificial Intelligence and Soft Computing ? ICAISC 2006

  • ISBN

    3-540-35748-3

  • ISSN

  • e-ISSN

  • Number of pages

    8

  • Pages from-to

  • Publisher name

    Springer

  • Place of publication

    Berlin

  • Event location

    Zakopane

  • Event date

    Jun 25, 2006

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article

    000239600000007