کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1145899 1489683 2013 17 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
The holonomic gradient method for the distribution function of the largest root of a Wishart matrix
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آنالیز عددی
پیش نمایش صفحه اول مقاله
The holonomic gradient method for the distribution function of the largest root of a Wishart matrix
چکیده انگلیسی

We apply the holonomic gradient method introduced by Nakayama et al. (2011) [23] to the evaluation of the exact distribution function of the largest root of a Wishart matrix, which involves a hypergeometric function 1F11F1 of a matrix argument. Numerical evaluation of the hypergeometric function has been one of the longstanding problems in multivariate distribution theory. The holonomic gradient method offers a totally new approach, which is complementary to the infinite series expansion around the origin in terms of zonal polynomials. It allows us to move away from the origin by the use of partial differential equations satisfied by the hypergeometric function. From the numerical viewpoint we show that the method works well up to dimension 10. From the theoretical viewpoint the method offers many challenging problems both to statistics and DD-module theory.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Multivariate Analysis - Volume 117, May 2013, Pages 296–312
نویسندگان
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