DIFFERENCE FILTER PRECONDITIONING FOR LARGE COVARIANCE MATRICES

In many statistical applications one must solve linear systems corresponding to large, dense, and possibly irregularly structured covariance matrices. These matrices are often ill- conditioned; for example, the condition number increases at least linearly with respect to the size of the matrix when observations of a random process are obtained from a xed domain. This … Read more