Spiked covariances and principal components analysis in high-dimensional random effects models

Zhou Fan, Iain M. Johnstone, Yi Sun

We study principal components analyses in multivariate random and mixed effects linear models, assuming a spherical-plus-spikes structure for the covariance matrix of each random e…