Using of Special Hermite Functions for Investigation of Power Properties of Grubbs’ Criterion
Journal of Samara State Technical University, Ser. Physical and Mathematical Sciences, no. 4 (2012), pp. 131-145.

Voir la notice de l'article provenant de la source Math-Net.Ru

We consider a normal sample with a single upper outlier. A distribution of studentized form of outlier's deviation from the sample mean is obtained. This distribution uses Hermite special functions with negative integer-valued index. The integral relationships for David's power measures of Grubbs criteria are obtained. We discuss the case, when Grubbs statistic is the likelihood-ratio statistic. We find the maximal deviation of power function for Grubbs criteria from the probability that the contaminant is the outlier and it is identified as discordant. We receive the region of critical values of Grubbs statistic, where the second power measure of David equals to the third and forth power measures of David. We make calculations of power function for Grubbs criteria in the case of normal samples with a single upper outlier with the right shift. The results of calculations are similar to the theoretically expected facts.
Keywords: outlier, Grubbs statistics, Hermite special function, David's power measures for Grubbs criterion, normal distribution law.
@article{VSGTU_2012_4_a12,
     author = {L. K. Shiryaeva},
     title = {Using of {Special} {Hermite} {Functions} for {Investigation} of {Power} {Properties} of {Grubbs{\textquoteright}} {Criterion}},
     journal = {Journal of Samara State Technical University, Ser. Physical and Mathematical Sciences},
     pages = {131--145},
     publisher = {mathdoc},
     number = {4},
     year = {2012},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/VSGTU_2012_4_a12/}
}
TY  - JOUR
AU  - L. K. Shiryaeva
TI  - Using of Special Hermite Functions for Investigation of Power Properties of Grubbs’ Criterion
JO  - Journal of Samara State Technical University, Ser. Physical and Mathematical Sciences
PY  - 2012
SP  - 131
EP  - 145
IS  - 4
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/VSGTU_2012_4_a12/
LA  - ru
ID  - VSGTU_2012_4_a12
ER  - 
%0 Journal Article
%A L. K. Shiryaeva
%T Using of Special Hermite Functions for Investigation of Power Properties of Grubbs’ Criterion
%J Journal of Samara State Technical University, Ser. Physical and Mathematical Sciences
%D 2012
%P 131-145
%N 4
%I mathdoc
%U http://geodesic.mathdoc.fr/item/VSGTU_2012_4_a12/
%G ru
%F VSGTU_2012_4_a12
L. K. Shiryaeva. Using of Special Hermite Functions for Investigation of Power Properties of Grubbs’ Criterion. Journal of Samara State Technical University, Ser. Physical and Mathematical Sciences, no. 4 (2012), pp. 131-145. http://geodesic.mathdoc.fr/item/VSGTU_2012_4_a12/

[1] David H. A., Order Statistics, 2nd ed., Wiley Series in Probability and Mathematical Statistics, John Wiley Sons, New York, 1981, xiii+360 pp. ; Deivid G., Poryadkovye statistiki, Nauka, M., 1979, 336 pp. | MR | MR

[2] Grubbs F. E., “Sample criteria for testing outlying observations”, Ann. Math. Statistics, 21:1 (1950), 27–58 | DOI | MR | Zbl

[3] Shiryaeva L. K., “Calculation of power measures of the Grubbs test for one outlier”, Sib. Zh. Ind. Mat., 13:4 (2010), 141–154 | MR | Zbl

[4] Zhang J., Keming Y., “The null distribution of the likelihood-ratio test for one or two outliers in a normal sample”, Test, 15:1 (2006), 141–150 | DOI | MR | Zbl

[5] Barnett V., Lewis T., Outliers in statistical data, 3nd ed., Wiley Series in Probability and Mathematical Statistics: Applied Probability and Statistics, John Wiley Sons, Chichester, 1994, xviii+584 pp. | MR | Zbl

[6] Aivazian S. A., Mkhitarian V. S., Applied Statistics and Essentials of Econometrics, v. 1, Yuniti-Dana, Moscow, 2001, 656 pp.

[7] Lebedev N. N., Special functions and their applications, Fiz.-Mat. Lit., Moscow, 1963, 358 pp. | MR