Description Details Author(s) References
This package solves the primal formulation of the Graphical Lasso problem, by solving the duals (box QPs) of the block problems.
The outer block-wise optimization routine is written in R
with the inner QP solver written in
Fortran with a R
wrapper around it.
Package: | dpglasso |
Type: | Package |
Version: | 1.0 |
There are two functions dpglasso
and box_qp_f
.
The function dpglasso
solves the primal formulation of the Graphical Lasso.
The function box_qp_f
solves a box constrained Quadratic program via cyclical coordinate descent.
Rahul Mazumder and Trevor Hastie
Maintainer: Rahul Mazumder <rahul.mazumder@gmail.com>
The Graphical Lasso: New Insights and Alternatives by Rahul Mazumder and Trevor Hastie, 2011, available at http://arxiv.org/abs/1111.5479
Sparse inverse covariance estimation with the lasso, by J. Friedman , T. Hastie and R. Tibshirani; 2007, Biostatistics.
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