Estimating Time-Varying k-Order Mixed Graphical Models

Estimation of k-Order time-varying Mixed Graphical Models and mixed VAR(p) models via elastic-net regularized neighborhood regression. For details see Haslbeck & Waldorp (2020) .


mgm

CRANVersion Downloads

The package includes functions to estimate, visualize and resample time-varying k-order Mixed Graphical Models (MGMs) and mixed Vector Autoregressive (mVAR) models.

Here is a paper describing the package: https://arxiv.org/abs/1510.06871

And here are a couple of blog posts about some functions: https://jmbh.github.io/

The developmental version can be installed from within R using the devtools-package:

library(devtools) install_github("jmbh/mgm")

Reference manual

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install.packages("mgm")

1.2-15 by Jonas Haslbeck, 2 years ago


https://www.jstatsoft.org/article/view/v093i08


Report a bug at https://github.com/jmbh/mgm/issues


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


Authors: Jonas Haslbeck [aut, cre]


Documentation:   PDF Manual  


GPL (>= 2) license


Imports glmnet, stringr, Hmisc, qgraph, gtools

Suggests testthat


Imported by MixMashNet, MultiGroupO, bootnet, mDAG.

Suggested by psychnets.


See at CRAN