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
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DOI - Digital Object Identifier
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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
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Czech description
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Classification
Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
BA - General mathematics
OECD FORD branch
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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
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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
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UT code for WoS article
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EID of the result in the Scopus database
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