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Heteroscedasticity Resistant Robust Covariance Matrix Estimator

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11230%2F10%3A10050545" target="_blank" >RIV/00216208:11230/10:10050545 - isvavai.cz</a>

  • Alternative codes found

    RIV/67985556:_____/10:00365723

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Heteroscedasticity Resistant Robust Covariance Matrix Estimator

  • Original language description

    It is straightforward that breaking the orthogonality condition implies biased and inconsistent estimates by means of the ordinary least squares. If moreover, the data are contaminated it may worsen the data processing, even if it is performed by instrumental variables or the total least squares . That is why the method of instrumental weighted variables based of weighting down order statistics of squared residuals was proposed. The main underlying idea of this method is recalled and discussed. So, if the test of heteroscedasticity rejects the hypothesis of homoscedasticity, we need an estimator of covariance matrix resistant to heteroscedasticity . The proposal of such an estimator is the main result of the paper. At the end of paper the numerical study of the proposed estimator is included.

  • Czech name

  • Czech description

Classification

  • Type

    J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

  • CEP classification

    BA - General mathematics

  • OECD FORD branch

Result continuities

  • Project

    <a href="/en/project/GA402%2F09%2F0557" target="_blank" >GA402/09/0557: Robustification of selected econometric methods</a><br>

  • Continuities

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

Others

  • Publication year

    2010

  • Confidentiality

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

Data specific for result type

  • Name of the periodical

    Bulletin of the Czech Econometric Society

  • ISSN

    1212-074X

  • e-ISSN

  • Volume of the periodical

    17

  • Issue of the periodical within the volume

    27

  • Country of publishing house

    CZ - CZECH REPUBLIC

  • Number of pages

    17

  • Pages from-to

  • UT code for WoS article

  • EID of the result in the Scopus database