Efficiency comparison of two consistent estimators in nonlinear regression model with small measurement errors
Vernadsky National Library of Ukraine
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Title |
Efficiency comparison of two consistent estimators in nonlinear regression model with small measurement errors
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Creator |
Malenko, A.
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Description |
We study a nonlinear measurement model where the response variable has a density belonging to the exponential family. We consider two consistent estimators: Corrected Score (CS) and Quasi Score (QS) ones. Their relative efficiency is compared with respect to asymptotic covariance matrices. We derive expansions of these matrices for small error variances. It is shown that the QS estimator is more efficient than the CS one. The polynomial and Poisson regression models are studied in more detail.
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Date |
2009-11-19T10:15:44Z
2009-11-19T10:15:44Z 2007 |
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Type |
Article
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Identifier |
Efficiency comparison of two consistent estimators in nonlinear regression model with small measurement errors / A. Malenko // Theory of Stochastic Processes. — 2007. — Т. 13 (29), № 1-2. — С. 122-131. — Бібліогр.: 4 назв.— англ.
0321-3900 http://dspace.nbuv.gov.ua/handle/123456789/4483 |
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Language |
en
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Publisher |
Інститут математики НАН України
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