nett: Network Analysis and Community Detection
Features tools for the network data analysis and community detection. Provides multiple methods for fitting, model selection and goodness-of-fit testing in degree-corrected stochastic blocks models. Most of the computations are fast and scalable for sparse networks, esp. for Poisson versions of the models. Implements the following: Amini, Chen, Bickel and Levina (2013) <doi:10.1214/13-AOS1138> Bickel and Sarkar (2015) <doi:10.1111/rssb.12117> Lei (2016) <doi:10.1214/15-AOS1370> Wang and Bickel (2017) <doi:10.1214/16-AOS1457> Zhang and Amini (2020) <doi:10.48550/arXiv.2012.15047> Le and Levina (2022) <doi:10.1214/21-EJS1971>.
| Version: | 1.0.0 |
| Depends: | R (≥ 2.10) |
| Imports: | magrittr,Rcpp,Matrix,foreach, methods, stats, grDevices, graphics |
| LinkingTo: | Rcpp,RcppArmadillo |
| Suggests: | testthat,knitr,rmarkdown,igraph,ggplot2,dplyr,tidyr,tibble,mixtools,EnvStats,purrr,RSpectra |
| Published: | 2022-11-09 |
| DOI: | 10.32614/CRAN.package.nett |
| Author: | Arash A. Amini [aut, cre], Linfan Zhang [aut] |
| Maintainer: | Arash A. Amini <aaamini at ucla.edu> |
| BugReports: | https://github.com/aaamini/nett/issues |
| License: | MIT + fileLICENSE |
| URL: | https://github.com/aaamini/nett |
| NeedsCompilation: | yes |
| Materials: | README |
| CRAN checks: | nett results |
Documentation:
| Reference manual: | nett.html ,nett.pdf |
| Vignettes: | Community detection (source,R code) Visualization (source,R code) explore-comm (source,R code) hard_dcsbm_testing (source,R code) |
Downloads:
| Package source: | nett_1.0.0.tar.gz |
| Windows binaries: | r-devel:nett_1.0.0.zip, r-release:nett_1.0.0.zip, r-oldrel:nett_1.0.0.zip |
| macOS binaries: | r-release (arm64):nett_1.0.0.tgz, r-oldrel (arm64):nett_1.0.0.tgz, r-release (x86_64):nett_1.0.0.tgz, r-oldrel (x86_64):nett_1.0.0.tgz |
Linking:
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