Penalized mixed models to adjust for batch effects and unobserved confounding in high dimensional regression

Yujing Lu, Patrick Breheny

Confounding can lead to spurious associations. Typically, one must observe confounders in order to adjust for them, but in high-dimensional settings, recent research has shown that…