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大型非对称相关威沙特矩阵的谱域

Spectral domain of large nonsymmetric correlated Wishart matrices.

作者信息

Benet Luis

机构信息

Instituto de Ciencias Físicas, Universidad Nacional Autónoma de México, C.P. 62210 Cuernavaca, México.

Instituto de Ciencias Físicas, Universidad Nacional Autónoma de México, C.P. 62210 Cuernavaca, México and Centro Internacional de Ciencias, C.P. 62210 Cuernavaca, México.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2014 Oct;90(4):042109. doi: 10.1103/PhysRevE.90.042109. Epub 2014 Oct 6.

DOI:10.1103/PhysRevE.90.042109
PMID:25375440
Abstract

We study complex eigenvalues of the Wishart model for nonsymmetric correlation matrices. The model is defined for two statistically equivalent but different Gaussian real matrices, as C=AB(t)/T, where B(t) is the transpose of B and both matrices A and B are of dimensions N×T. If A and B are uncorrelated, or equivalently if C vanishes on average, it is known that at large matrix dimension the domain of the eigenvalues of C is a circle centered-at-origin and the eigenvalue density depends only on the radial distances. We consider actual correlation in A and B and derive a result for the contour describing the domain of the bulk of the eigenvalues of C in the limit of large N and T where the ratio N/T is finite. In particular, we show that the eigenvalue domain is sensitive to the correlations. For example, when C is diagonal on average with the same element c≠0, the contour is no longer a circle centered at origin but a shifted ellipse. In this case we explicitly derive a result for the spectral density which again depends only on the radial distances. For more general cases, we show that the contour depends on the symmetric and antisymmetric parts of the correlation matrix resulting from the ensemble-averaged C. If the correlation matrix is normal, then the contour depends only on its spectrum. We also provide numerics to justify our analytics.

摘要

我们研究非对称相关矩阵的威沙特模型的复特征值。该模型是针对两个统计上等效但不同的高斯实矩阵定义的,即(C = AB^T/T),其中(B^T)是(B)的转置,矩阵(A)和(B)的维度均为(N×T)。如果(A)和(B)不相关,或者等效地,如果(C)的平均值为零,那么已知在大矩阵维度下,(C)的特征值域是以原点为中心的圆,并且特征值密度仅取决于径向距离。我们考虑(A)和(B)中的实际相关性,并在(N)和(T)很大且(N/T)的比值有限的极限情况下,推导出描述(C)的大部分特征值域的轮廓的结果。特别地,我们表明特征值域对相关性很敏感。例如,当(C)平均为对角矩阵且元素(c≠0)相同时,轮廓不再是以原点为中心的圆,而是一个平移的椭圆。在这种情况下,我们明确推导出谱密度的结果,该结果同样仅取决于径向距离。对于更一般的情况,我们表明轮廓取决于由系综平均(C)产生的相关矩阵的对称部分和反对称部分。如果相关矩阵是正规的,那么轮廓仅取决于其谱。我们还提供数值结果以证明我们的分析。

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Spectral domain of large nonsymmetric correlated Wishart matrices.大型非对称相关威沙特矩阵的谱域
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