Provides methods for extracting from a weighted graph a binary or signed backbone that retains only the significant edges. The user may input a weighted graph, or a bipartite graph from which a weighted graph is first constructed via projection. Backbone extraction methods include the stochastic degree sequence model (Neal, Z. P. (2014). <doi:10.1016/j.socnet.2014.06.001>), hypergeometric model (Neal, Z. (2013). <doi:10.1007/s13278-013-0107-y>), the fixed degree sequence model (Zweig, K. A., and Kaufmann, M. (2011). <doi:10.1007/s13278-011-0021-0>), as well as a universal threshold method.
Version: | 1.2.1 |
Depends: | R (≥ 2.10) |
Imports: | Matrix, methods, stats, utils, CVXR, igraph, network, Rcpp |
LinkingTo: | Rcpp |
Suggests: | knitr, rmarkdown, speedglm, testthat |
Published: | 2020-07-03 |
Author: | Rachel Domagalski [aut, cre], Zachary Neal [aut], Bruce Sagan [aut] |
Maintainer: | Rachel Domagalski <domagal9 at msu.edu> |
BugReports: | https://github.com/domagal9/backbone/issues |
License: | GPL-3 |
URL: | https://github.com/domagal9/backbone, https://www.zacharyneal.com/backbone |
NeedsCompilation: | yes |
Citation: | backbone citation info |
Materials: | README NEWS |
CRAN checks: | backbone results |
Reference manual: | backbone.pdf |
Vignettes: |
backbone |
Package source: | backbone_1.2.1.tar.gz |
Windows binaries: | r-devel: backbone_1.2.1.zip, r-release: backbone_1.2.1.zip, r-oldrel: backbone_1.2.1.zip |
macOS binaries: | r-release: backbone_1.2.1.tgz, r-oldrel: backbone_1.2.1.tgz |
Old sources: | backbone archive |
Please use the canonical form https://CRAN.R-project.org/package=backbone to link to this page.