Distribution of ratio of two Wishart matrices and evaluation of cumulative probability by holonomic gradient method
Abstract
We study the distribution of the ratio of two central Wishart matrices with different covariance matrices. We first derive the density function of a particular matrix form of the ratio and show that its cumulative distribution function can be expressed in terms of the hypergeometric function 2F1 of a matrix argument. Then we apply the holonomic gradient method for numerical evaluation of the hypergeometric function. This approach enables us to compute the power function of Roy's maximum root test for testing the equality of two covariance matrices.
- Publication:
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arXiv e-prints
- Pub Date:
- October 2016
- DOI:
- arXiv:
- arXiv:1610.09187
- Bibcode:
- 2016arXiv161009187H
- Keywords:
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- Mathematics - Statistics Theory;
- 62H10;
- 13N10
- E-Print:
- Journal of Multivariate Analysis 165 (2018) 270-278