hglasso: Learning graphical models with hubs

Implements the hub graphical lasso and hub covariance graph proposal by Tan, KM., London, P., Mohan, K., Lee, S-I., Fazel, M., and Witten, D. (2014). Learning graphical models with hubs. To appear in Journal of Machine Learning Research. arXiv.org/pdf/1402.7349.pdf.

Author
Kean Ming Tan
Date of publication
2014-08-10 00:32:51
Maintainer
Kean Ming Tan <keanming@uw.edu>
License
GPL (>= 2)
Version
1.2

View on CRAN

Man pages

binaryMCMC
Generate samples using Gibbs sampling for binary network...
hbn
Hub binary network
hcov
Hub covariance graph
hglasso
Hub graphical lasso
hglassoBIC
BIC-type criterion for 'hglasso'
hglasso-package
Fit the hub graphical lasso, hub covariance graph, and hub...
HubNetwork
Hub network generation
image.hglasso
Image plot of an object of class 'hglasso', 'hcov', or 'hbn'
plot.hglasso
Plot an object of class 'hglasso', 'hcov', or 'hbn'
summary.hglasso
Plot an object of class 'hglasso', 'hcov', or 'hbn'

Files in this package

hglasso
hglasso/NAMESPACE
hglasso/R
hglasso/R/image.hbn.R
hglasso/R/hglasso.R
hglasso/R/hcov.R
hglasso/R/Functions.R
hglasso/R/image.hglasso.R
hglasso/R/hglasso-internal.R
hglasso/R/print.hglasso.R
hglasso/R/plot.hglasso.R
hglasso/R/print.hbn.R
hglasso/R/print.hcov.R
hglasso/R/image.hcov.R
hglasso/R/HubNetwork.R
hglasso/R/hglassoBIC.R
hglasso/R/summary.hglasso.R
hglasso/R/hbn.R
hglasso/R/summary.hbn.R
hglasso/R/binaryMCMC.R
hglasso/R/summary.hcov.R
hglasso/R/plot.hcov.R
hglasso/R/plot.hbn.R
hglasso/MD5
hglasso/DESCRIPTION
hglasso/man
hglasso/man/image.hglasso.Rd
hglasso/man/hglassoBIC.Rd
hglasso/man/hbn.Rd
hglasso/man/hglasso.Rd
hglasso/man/hcov.Rd
hglasso/man/HubNetwork.Rd
hglasso/man/hglasso-package.Rd
hglasso/man/summary.hglasso.Rd
hglasso/man/binaryMCMC.Rd
hglasso/man/plot.hglasso.Rd