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Robust methods for highdimensional data, in particular linear model selection techniques based on least angle regression and sparse regression. Specifically, the package implements robust least angle regression (Khan, Van Aelst & Zamar, 2007; <doi:10.1198/016214507000000950>), (robust) groupwise least angle regression (Alfons, Croux & Gelper, 2016; <doi:10.1016/j.csda.2015.02.007>), and sparse least trimmed squares regression (Alfons, Croux & Gelper, 2013; <doi:10.1214/12AOAS575>).
Package details 


Author  Andreas Alfons [aut, cre] (<https://orcid.org/0000000225133788>), Dirk Eddelbuettel [ctb] 
Maintainer  Andreas Alfons <alfons@ese.eur.nl> 
License  GPL (>= 2) 
Version  0.8.1 
URL  https://github.com/aalfons/robustHD 
Package repository  View on CRAN 
Installation 
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