Limiting Spectral Distribution of Large-Dimensional Sample Covariance Matrices Generated by the Periodic Autoregressive Model
Keyword(s):
The explicit representation for the limiting spectral moments of sample covariance matrices generated by the periodic autoregressive model (PAR) is established. We propose to use the moment-constrained maximum entropy method to estimate the spectral density function. The experiments show that the maximum entropy spectral density function curve obtained based on the fourth-order limiting spectral moment can match histograms of the eigenvalues of the covariance matrices very well.
2007 ◽
Vol 40
(19)
◽
pp. 4973-4987
◽
2015 ◽
Vol 164
(1-2)
◽
pp. 459-552
◽
Keyword(s):