Fast Numerical Optimization for Genome Sequencing Data in Population Biobanks

snpnet
Lasso
High-dimensional regression
penalized regression
We develop two efficient solvers for optimization problems arising from large-scale regularized regressions on millions of genetic variants sequenced from hundreds of thousands of individuals.
Authors

Ruilin Li

Christopher Chang

Yosuke Tanigawa

Balasubramanian Narasimhan

Trevor Hastie

Robert Tibshirani

Manuel Rivas

Published

June 21, 2021