netOP: Network Data Operations and Overlapping Partitions Based Methods for Large Networks
Implements methods for generating, embedding, and clustering random networks and for estimating and selecting statistical network models. Provides SONNET (Subsampling ON NETwork), a scalable subsampling-based divide-and-conquer method for community detection described by Chakrabarty, Sengupta and Chen (2025) <doi:10.5705/ss.202022.0108>, and NETCROP (NETwork CRoss-validation using Overlapping Partitions), an overlapping-partition framework for network cross-validation, model selection, and regularization tuning described by Chakrabarty, Sengupta and Chen (2026) <doi:10.48550/arXiv.2504.06903>. Also includes spectral and latent-space methods, loss functions, and helper functions for statistical analysis of network data.
| Version: | 0.1.2 |
| Depends: | R (≥ 4.1.0) |
| Imports: | cluster, irlba, Matrix, methods, Rcpp, RSpectra, tibble |
| LinkingTo: | Rcpp, RcppEigen |
| Suggests: | entropy, future, future.apply, ggplot2, knitr, peakRAM, pkgdown, ps, rmarkdown, testthat (≥ 3.0.0), withr |
| Published: | 2026-09-27 |
| DOI: | 10.32614/CRAN.package.netOP (may not be active yet) |
| Author: | Sayan Chakrabarty 
[aut, cre] |
| Maintainer: | Sayan Chakrabarty <sayanc at umich.edu> |
| BugReports: | https://github.com/sayan-ch/netOP/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| Copyright: | 2026 Sayan Chakrabarty netOP copyright details |
| URL: | https://github.com/sayan-ch/netOP, https://sayan-ch.github.io |
| NeedsCompilation: | yes |
| Citation: | netOP citation info |
| Materials: | README, NEWS |
| CRAN checks: | netOP results |
Documentation:
| Reference manual: | netOP.html , netOP.pdf |
| Vignettes: |
Choosing a Method (source, R code) Getting Started with netOP (source, R code) |
Downloads:
| Package source: | netOP_0.1.2.tar.gz |
| Windows binaries: | r-devel: not available, r-release: not available, r-oldrel: netOP_0.1.2.zip |
| macOS binaries: | r-release (arm64): netOP_0.1.2.tgz, r-oldrel (arm64): netOP_0.1.2.tgz, r-release (x86_64): netOP_0.1.2.tgz, r-oldrel (x86_64): netOP_0.1.2.tgz |
Linking:
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