eigen-structure of the sample correlation matrix. This paper compares the filtering methods using a theoretical eigen … are identified. The sample correlation matrix suffers from excess dispersion in its eigenvalues and excess dispersion in … the sample covariance matrix, its diagonal elements and the covariance matrix based on the constant correlation model …