<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Multivariate Inference of Network Moments by Subsampling</dc:title>
  <dc:title>R package netsubsamp version 1.0.0</dc:title>
  <dc:description>Implements node subsampling methods for multivariate inference on
    network moments (rescaled motif counts), including: uniform node subsampling
    to approximate the joint distribution of multiple network moments (Algorithm 1);
    externally sparsified moments for density-matched comparisons (Algorithm 2);
    and a two-sample test for unmatchable networks with unequal edge densities
    via a split-and-sparsify subsampling procedure (Algorithm 3). Built-in support
    for V-shape (2-star), triangle, and 3-star motifs, with a user-extensible
    interface for arbitrary additional motifs. Parallel execution is supported
    via 'doParallel' and 'foreach'. Based on Qi, Hua, Li and Zhou (2024)
    &lt;doi:10.48550/arXiv.2409.01599&gt;.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Imports: foreach, doParallel, parallel, stats</dc:relation>
  <dc:relation>Suggests: Matrix, randnet, testthat (&gt;= 3.0.0)</dc:relation>
  <dc:creator>Tianxi Li &lt;tianxili@umn.edu&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Mingyu Qi [aut],
  Chen-Wei Hua [aut],
  Tianxi Li [aut, cre],
  Wen Zhou [aut]</dc:contributor>
  <dc:rights>GPL-3</dc:rights>
  <dc:date>2026-04-21</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=netsubsamp</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.netsubsamp</dc:identifier>
</oai_dc:dc>
