Hierarchical Integrative Group LASSO

Environmental health studies are increasingly measuring multiple pollutants to characterize the joint health effects attributable to exposure mixtures. However, the underlying dose-response relationship between toxicants and health outcomes of interest may be highly nonlinear, with possible nonlinear interaction effects. Hierarchical integrative group least absolute shrinkage and selection operator (HiGLASSO), developed by Boss et al (2020) , is a general framework to identify noteworthy nonlinear main and interaction effects in the presence of group structures among a set of exposures.


Reference manual

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0.9.0 by Alexander Rix, a year ago

Browse source code at https://github.com/cran/higlasso

Authors: Alexander Rix [aut, cre] , Jonathan Boss [aut]

Documentation:   PDF Manual  

GPL-3 license

Imports gcdnet, gglasso, purrr, splines, Rcpp

Suggests knitr, rmarkdown, testthat

Linking to Rcpp, RcppArmadillo

See at CRAN