Accurate and Scalable Construction of Polygenic Scores in Large Biobank Data Sets

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 50.3K citations

Engineering, High-dimensional Method, Robust Modeling +14

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 20.1K citations · Full text

Second-generation PLINK: rising to the challenge of larger and richer datasets

Christopher Chang, Carson C. Chow, Laurent CAM Tellier et al. · GigaScience · 2015 · 13.1K citations · Full text

UK Biobank: An Open Access Resource for Identifying the Causes of a Wide Range of Complex Diseases of Middle and Old Age

Cathie Sudlow, John Gallacher, Naomi E. Allen et al. · PLoS Medicine · 2015 · 12.5K citations · Full text

Old Age, Genetic Testing, Genetic Epidemiology +19

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

Jianqing Fan, Runze Li · Journal of the American Statistical Association · 2001 · 9K citations

Parameter Estimation, Engineering, Machine Learning +13