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Model guided sampling optimization with gaussian processes for expensive black-box optimization

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F13%3A00394260" target="_blank" >RIV/67985807:_____/13:00394260 - isvavai.cz</a>

  • Result on the web

    <a href="http://dx.doi.org/10.1145/2464576.2480794" target="_blank" >http://dx.doi.org/10.1145/2464576.2480794</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1145/2464576.2480794" target="_blank" >10.1145/2464576.2480794</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Model guided sampling optimization with gaussian processes for expensive black-box optimization

  • Original language description

    Model Guided Sampling Optimization (MGSO) is a novel expensive black-box optimization method based on a combination of ideas from Estimation of Distribution Algorithms and global optimization methods using Gaussian Processes. The algorithm is described and its implementation tested on three benchmark functions as a proof of concept.

  • 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

    I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Others

  • Publication year

    2013

  • Confidentiality

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

Data specific for result type

  • Article name in the collection

    GECCO Companion '13. Proceeding of the fifteenth annual conference companion on Genetic and evolutionary computation conference companion

  • ISBN

    978-1-4503-1964-5

  • ISSN

  • e-ISSN

  • Number of pages

    2

  • Pages from-to

    1715-1716

  • Publisher name

    ACM

  • Place of publication

    New York

  • Event location

    Amsterdam

  • Event date

    Jul 6, 2013

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article