Title of article :
Hypothesis testing for the generalized multivariate modified Bessel model
Author/Authors :
Thabane، نويسنده , , Lehana and Drekic، نويسنده , , Steve، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2003
Abstract :
In this paper, we consider hypothesis testing problems in which the involved samples are drawn from generalized multivariate modified Bessel populations. This is a much more general distribution that includes both the multivariate normal and multivariate-t distributions as special cases. We derive the distribution of the Hotellingʹs T2-statistic for both the one- and two-sample problems, as well as the distribution of the Scheffeʹs T2-statistic for the Behrens–Fisher problem. In all cases, the non-null distribution of the corresponding F-statistic follows a new distribution which we introduce as the non-central F-Bessel distribution. Some statistical properties of this distribution are studied. Furthermore, this distribution was utilized to perform some power calculations for tests of means for different models which are special cases of the generalized multivariate modified Bessel distribution, and the results compared with those obtained under the multivariate normal case. Under the null hypothesis, however, the non-central F-Bessel distribution reduces to the central F-distribution obtained under the classical normal model.
Keywords :
Behrens–Fisher problem , Non-central F-Bessel distribution , Generalized multivariate modified Bessel distribution , Hotellingיs T2-statistic , Dependent but uncorrelated samples , Scheffeיs T2-statistic
Journal title :
Journal of Multivariate Analysis
Journal title :
Journal of Multivariate Analysis