Package: nett 1.0.0

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) <arxiv:2012.15047> Le and Levina (2022) <doi:10.1214/21-EJS1971>.

Authors:Arash A. Amini [aut, cre], Linfan Zhang [aut]

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nett.pdf |nett.html✨
nett/json (API)

Peer review:

Bug tracker:https://github.com/aaamini/nett/issues

On CRAN:

38 exports 8 stars 1.40 score 8 dependencies 20 scripts 204 downloads

Last updated 2 years agofrom:35b0441c8c. Checks:OK: 4 NOTE: 5. Indexed: yes.

Exports:%>%adj_spec_testbethe_hessian_selectcompute_block_sumscompute_confusion_matrixcompute_mutual_infoestim_dcsbmeval_dcsbm_biceval_dcsbm_likeeval_dcsbm_loglrextract_largest_ccextract_low_deg_compfast_cplfast_sbmgen_rand_connget_dcsbm_exav_deglabel_mat2veclabel_vec2matnac_testplot_deg_distplot_netplot_rocplot_smooth_profilepp_connprintfrsympermsample_dcersample_dclvmsample_dcppsample_dcsbmsample_tdcsbmsimulate_rocsinkhorn_knoppsnac_resamplesnac_selectsnac_testspec_clustspec_repr

Dependencies:codetoolsforeachiteratorslatticemagrittrMatrixRcppRcppArmadillo