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20082022
most citedCoordinate descent algorithms for lasso penalized regression

546 citations · 1.2k across the 35 of their papers we have counts for

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5 papers · 1 filter

stat.AP2019★ 40 cited

OPENMENDEL: A Cooperative Programming Project for Statistical Genetics

Hua Zhou, Janet S. Sinsheimer, Christopher A. German +12

Statistical methods for genomewide association studies (GWAS) continue to improve. However, the increasing volume and variety of genetic and genomic data make computational speed a…

stat.AP2014

Fast Genome-Wide QTL Analysis Using Mendel

Hua Zhou, Jin Zhou, Tao Hu +2

Pedigree GWAS (Option 29) in the current version of the Mendel software is an optimized subroutine for performing large scale genome-wide QTL analysis. This analysis (a) works for…

stat.AP2014★ 2 cited

Fast Genome-Wide QTL Association Mapping on Pedigree and Population Data

Hua Zhou, John Blangero, Thomas D. Dyer +3

Since most analysis software for genome-wide association studies (GWAS) currently exploit only unrelated individuals, there is a need for efficient applications that can handle gen…

stat.AP2011★ 31 cited

Multicategory vertex discriminant analysis for high-dimensional data

Tong Tong Wu, Kenneth Lange

In response to the challenges of data mining, discriminant analysis continues to evolve as a vital branch of statistics. Our recently introduced method of vertex discriminant analy…

stat.AP2008★ 546 cited

Coordinate descent algorithms for lasso penalized regression

Tong Tong Wu, Kenneth Lange

Imposition of a lasso penalty shrinks parameter estimates toward zero and performs continuous model selection. Lasso penalized regression is capable of handling linear regression p…