I. Johnstone

Method of Moments Estimation of High-Dimensional Covariance Using a Parametric Model

We propose method-of-moments estimators for the eigenvalues of variance component covariance matrices in multivariate mixed effects models. Assuming a parametric form for the eigenvalue distribution, we focus on the high-dimensional regime where the number of predictors is large and comparable to the number of realizat...