XXT matrices with independent entries

被引:1
|
作者
Bose, Arup [1 ]
Sen, Priyanka [1 ]
机构
[1] Indian Stat Inst, Stat & Math Unit, 203 BT Rd, Kolkata 700108, India
关键词
Key words and phrases; Band matrix; circulant matrix; cumulant and free cumulant; empirical and expected empirical distribution; exploding moments; free Poisson; Hankel matrix; hypergraphs; limiting spectral distribution; Marc?enko-Pastur law; multiplicative extension; non-crossing partition; reverse circulant matrix; sample covariance matrix; Sample L?vy Covariance Ensemble; sparse matrix; special symmetric partition; Toeplitz matrix; variance profile; Wigner matrix; LIMITING SPECTRAL DISTRIBUTION; DISTRIBUTIONS; THEOREM; BAND;
D O I
10.30757/ALEA.v20-05
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Let S = XXT be the (unscaled) sample covariance matrix where X is a real p x n matrix with independent entries. It is well known that if the entries of X are independent and identically distributed (i.i.d.) with enough moments and p/n -> y =6 0, then the limiting spectral distribution (LSD) of 1nS converges to a Marcenko-Pastur law. Several extensions of this result are also known. We prove a general result on the existence of the LSD of S in probability or almost surely, and in particular, many of the above results follow as special cases. At the same time several new LSD results also follow from our general result. The moments of the LSD are quite involved but can be described via a set of partitions. Unlike in the i.i.d. entries case, these partitions are not necessarily non-crossing, but are related to the special symmetric partitions which are known to appear in the LSD of (generalised) Wigner matrices with independent entries. We also investigate the existence of the LSD of SA = AAT when A is the p x n symmetric or the asymmetric version of any of the following four random matrices: reverse circulant, circulant, Toeplitz and Hankel. The LSD of 1nSA for the above four cases have been studied in (Bose et al., 2010) when the entries are i.i.d. We show that under some general assumptions on the entries of A, the LSD of SA exists and this result generalises the existing results of (Bose et al., 2010) significantly.
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页码:75 / 125
页数:51
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