Estimation of variance components, heritability and the ridge penalty in high-dimensional generalized linear models

Jurre R. Veerman, Gwenael G. R. Leday, Mark A. van de Wiel

For high-dimensional linear regression models, we review and compare several estimators of variances ${\tau }^2$ and ${\sigma }^2$ of the random slopes and errors, respectively. These variances…