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Robust Algorithm for Estimation of Parameters in Non-linear Regression Model

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17310%2F05%3A00000179" target="_blank" >RIV/61988987:17310/05:00000179 - isvavai.cz</a>

  • Alternative codes found

    RIV/61988987:17610/05:00000092 RIV/61988987:17610/05:00000227 RIV/61988987:17310/05:00000172

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Robust Algorithm for Estimation of Parameters in Non-linear Regression Model

  • Original language description

    The paper deals with algorithms for estimation of non-linear regression parameters. Stochastic population-based algorithm with competition was implemented and compared with standard gradient algorithm commonly used for least-squares estimates. The results show that this stochastic algorithm found the global minimum in most tasks where gradient algorithm fails. Such population-based algorithms can be used as a tool for estimation of non-linear regression parameters, especially in tasks of higher difficulty level or in tasks when suitable starting values for gradient method are not available.

  • Czech name

    Robustní algoritmus pro odhad parametrů nelineárních regresních modleů

  • Czech description

    Algoritmy pro odhad parametrů nelineárních modelů. Popsán stochastický algoritmus založený na soutěži lokálních heuristik´.

Classification

  • Type

    A - Audiovisual production

  • CEP classification

    BB - Applied statistics, operational research

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA201%2F05%2F0284" target="_blank" >GA201/05/0284: Evolutionary algorithms with competing and cooperating heuristics</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2005

  • Confidentiality

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

Data specific for result type

  • ISBN

    80-7080-577-3

  • Place of publication

    Praha

  • Publisher/client name

    Technical Computing Prague 2005

  • Version

    Přednáška

  • Carrier ID