In this paper we outline an alternative derivation of the square-root-free Cholesky decomposition of P - pp' based on square-root-free variants of a standard algorithm in statistical computing.

An important problem in multivariate statistics is the estimation of covariance matrices. We consider a class of nonparametric covariance models in which the entries in the covariance matrix depend on ...