We provide implementation for a class of problems that use alternating direction method of multipliers (ADMM)-type algorithms.
InstallationYou can install the released version of ADMM from CRAN with:
And the development version from GitHub with:
# install.packages("devtools")
devtools::install_github("kyoustat/ADMM")
Available Functions
Currently, we support following classes of problems and functions. For more details, please see help pages of each function using help()
function in your R session.
admm.bp
Basis Pursuit admm.enet
Elastic Net Regularization admm.genlasso
Generalized LASSO admm.lad
Least Absolute Deviations admm.lasso
Least Absolute Shrinkage and Selection Operator admm.rpca
Robust Principal Component Analysis admm.sdp
Semidefinite Programming admm.spca
Sparse Principal Component Analysis admm.tv
Total Variation Minimization
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