Goodness-of-fit tests based on a robust measure of skewness

被引:36
作者
Brys, Guy [2 ]
Hubert, Mia [1 ,4 ]
Struyf, Anja [3 ]
机构
[1] Katholieke Univ Leuven, Dept Math, B-3001 Leuven, Belgium
[2] Directorate Gen Stat Belgium, FPS Econ, B-1000 Brussels, Belgium
[3] Univ Antwerp, Dept Math & Comp Sci, B-2020 Antwerp, Belgium
[4] Katholieke Univ Leuven, UCS, B-3001 Leuven, Belgium
关键词
tail weight; robustness; Jarque-Bera test;
D O I
10.1007/s00180-007-0083-7
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper we propose several goodness-of-fit tests based on robust measures of skewness and tail weight. They can be seen as generalisations of the Jarque-Bera test (Bera and Jarque in Econ Lett 7:313-318, 1981) based on the classical skewness and kurtosis, and as an alternative to the approach of Moors et al. (Stat Neerl 50:417-430, 1996) using quantiles. The power values and the robustness properties of the different tests are investigated by means of simulations and applications on real data. We conclude that MC-LR, one of our proposed tests, shows the best overall power and that it is moderately influenced by outlying values.
引用
收藏
页码:429 / 442
页数:14
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