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Kybernetika 43(4):471-480, 2007.

A Modification of the Hartung-Knapp Confidence Interval on the Variance Component in Two-Variance-Component Models

Barbora Arendacká


Abstract:

We consider a construction of approximate confidence intervals on the variance component $\sigma^2_1$ in mixed linear models with two variance components with non-zero degrees of freedom for error. An approximate interval that seems to perform well in such a case, except that it is rather conservative for large $\sigma^2_1/\sigma^2,$ was considered by Hartung and Knapp in \cite{hk}. The expression for its asymptotic coverage when $\sigma^2_1/\sigma^2\rightarrow\infty$ suggests a modification of this interval that preserves some nice properties of the original and that is, in addition, exact when $\sigma^2_1/\sigma^2\rightarrow\infty.$ It turns out that this modification is an interval suggested by El-Bassiouni in \cite{eb}. We comment on its properties that were not emphasized in the original paper \cite{eb}, but which support use of the procedure. Also a small simulation study is provided.


Keywords: variance components; approximate confidence intervals; mixed linear model;


AMS: 62F25; 62J10;


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BIB TeX

@article{kyb:2007:4:471-480,

author = {Arendack\'{a}, Barbora },

title = {A Modification of the Hartung-Knapp Confidence Interval on the Variance Component in Two-Variance-Component Models},

journal = {Kybernetika},

volume = {43},

year = {2007},

number = {4},

pages = {471-480}

publisher = {{\'U}TIA, AV {\v C}R, Prague },

}


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