Package: netOP 0.1.2
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.
Authors:
netOP_0.1.2.tar.gz
netOP_0.1.2.zip(r-4.7-x86_64)netOP_0.1.2.zip(r-4.7-arm64)netOP_0.1.2.zip(r-4.6-x86_64)netOP_0.1.2.zip(r-4.6-arm64)netOP_0.1.2.zip(r-4.5-x86_64)
netOP_0.1.2.tgz(r-4.6-x86_64)netOP_0.1.2.tgz(r-4.6-arm64)netOP_0.1.2.tgz(r-4.5-x86_64)netOP_0.1.2.tgz(r-4.5-arm64)
netOP_0.1.2.tar.gz(r-4.7-arm64)netOP_0.1.2.tar.gz(r-4.7-x86_64)netOP_0.1.2.tar.gz(r-4.6-arm64)netOP_0.1.2.tar.gz(r-4.6-x86_64)
netOP_0.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
netOP/json (API)
| # Install 'netOP' in R: |
| install.packages('netOP', repos = c('https://sayan-ch.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/sayan-ch/netop/issues
Last updated from:fb5a91eac4. Checks:15 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-arm64 | OK | 183 | ||
| linux-devel-x86_64 | OK | 219 | ||
| source / vignettes | OK | 265 | ||
| linux-release-arm64 | OK | 168 | ||
| linux-release-x86_64 | OK | 216 | ||
| macos-release-arm64 | OK | 274 | ||
| macos-release-x86_64 | OK | 498 | ||
| macos-oldrel-arm64 | OK | 298 | ||
| macos-oldrel-x86_64 | OK | 530 | ||
| windows-devel-arm64 | OK | 423 | ||
| windows-devel-x86_64 | OK | 232 | ||
| windows-release-arm64 | OK | 421 | ||
| windows-release-x86_64 | OK | 193 | ||
| windows-oldrel-x86_64 | OK | 194 | ||
| wasm-release | OK | 142 |
Exports:adjacency_neighborsadjacency_weighted_neighborsapply_average_degree_scalingaseaucauc_as_lossbin_devbin_dev_meanclip_probabilitiesclip_valuescolMeanscolSumsconnected_componentsdiagdkest_tune_regularizerecv_stability_blockmodelecv_stability_rdpgeig_decompestimate_dcbmestimate_dcbm_P_hatestimate_sbmestimate_sbm_P_hatgenerate_adjacencygenerate_community_labelsgenerate_dcbmgenerate_degree_parametersgenerate_ergenerate_inverse_beta_degree_parametersgenerate_latent_positionsgenerate_lsmgenerate_lsm_alphagenerate_lsm_positionsgenerate_rdpggenerate_sbmgenerate_truncated_normalget_generator_parametersgraph_laplacianhardmaxhardminlabel_match_brute_forcelabel_match_greedylargest_connected_componentlsm_pgdmaematrix_densitymeanmeasure_peak_rammodalmsemult_reg_sonnetmult_reg_spectral_clusterncv_stability_blockmodelnetcrop_blockmodelnetcrop_lsmnetcrop_param_selectnetcrop_rdpgnetcrop_tune_regularizernminormalize_lsm_positionsoracle_plotterouter_addpair_hamming_losspair_nmi_lossprocrustesread_networkrowMeansrowSumsrun_simulationssaescale_lsm_to_average_degreescale_to_average_degreescale_to_average_degree_naiveshortest_path_distancessigmoidsingular_decompsoftmaxsoftminsoftplussonnetsonnet_independent_overlapsonnet_param_selectsonnet_shared_overlapspectral_clusterssesumtruncated_svd_reconstructuni_mclapplyusvtwhich_hardmaxwhich_hardminwhich_softmaxwhich_softminwrite_network
Dependencies:cliclusterglueirlbalatticelifecyclemagrittrMatrixpillarpkgconfigRcppRcppEigenrlangRSpectratibbleutf8vctrs
Last update: 2026-09-04
Started: 2026-09-04
Last update: 2026-09-04
Started: 2026-09-04