کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1145266 1489651 2016 24 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Some new results on the eigenvalues of complex non-central Wishart matrices with a rank-1 mean
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آنالیز عددی
پیش نمایش صفحه اول مقاله
Some new results on the eigenvalues of complex non-central Wishart matrices with a rank-1 mean
چکیده انگلیسی

Let W be an n×nn×n complex non-central Wishart matrix with m(≥n) degrees of freedom and a rank-1 mean. In this paper, we consider three problems related to the eigenvalues of W. To be specific, we derive a new expression for the cumulative distribution function (c.d.f.) of the minimum eigenvalue (λmin) of W. The c.d.f. is expressed as the determinant of a square matrix, the size of which depends only on the difference m−nm−n. This further facilitates the analysis of the microscopic limit of the minimum eigenvalue. The microscopic limit takes the form of the determinant of a square matrix with its entries expressed in terms of the modified Bessel functions of the first kind. We also develop a moment generating function based approach to derive the probability density function of the random variable tr(W)/λmin, where tr(⋅)tr(⋅) denotes the trace of a square matrix. Moreover, we establish that, as m,n→∞m,n→∞ with m−nm−n fixed, tr(W)/λmin scales like n3n3. Finally, we find the average of the reciprocal of the characteristic polynomial det[zIn+W],|argz|<π, where In and det[⋅]det[⋅] denote the identity matrix of size nn and the determinant, respectively.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Journal of Multivariate Analysis - Volume 149, July 2016, Pages 30–53
نویسندگان
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