Univariate-Guided Sparse Regression for Biobank-Scale High-Dimensional Omics Data
snpnet
Lasso
High-dimensional regression
penalized regression
We propose a univariate-guided sparse regression framework for efficient analysis of biobank-scale high-dimensional omics data, combining marginal screening with penalized regression.