This R package is for high-dimensional inference using Leave-One-Covariate-Out(LOCO) LASSO path.
This R package accompanies the paper:
Cao, X., Gregory, K. B., & Wang, D. High-Dimensional Inference based on the Leave-One-Covariate-Out LASSO path
To install, please first install R package devtools
and then
devtools::install_github("devcao/LOCOpath")
R removed one of our dependence R package parcor
. To install, you may need to manually install parcor
first.
To install parcor
, first install parcor
dependence package
install.packages("Epi")
install.packages("GeneNet")
Then download ppls
and parcor
. And install
install.packages('YOUR_PATH/ppls_1.6-1.1.tar.gz', repos = NULL, type="source")
install.packages('YOUR_PATH/parcor_0.2-6.tar.gz', repos = NULL, type="source")
Now you should be able to install our packages!
Feel free to check out some working examples for more detailed examples.