<?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>Connectivity-Weighted Allocation and Comparison of Field-Plot
Designs</dc:title>
  <dc:title>R package cwad version 0.2.0</dc:title>
  <dc:description>A reproducible mixed-model toolkit for plant-breeding trial design.
    It evaluates any replication allocation under a known genetic relationship
    (kinship) matrix using one common linear-mixed-model engine on genotype
    means. Crucially, allocation and analysis model are crossed rather than
    confounded: every allocation can be scored both with and without kinship,
    so the precision gain attributable to a design can be separated from the
    gain attributable to the kinship-based analysis adopted alongside it. It
    computes A-optimal, connectivity-aware allocations via rank-1
    Sherman-Morrison updates, and provides Monte-Carlo stress tests for outlier
    shrinkage and for an incorrectly specified kinship matrix, each with a
    matched control arm.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.0.0)</dc:relation>
  <dc:relation>Suggests: testthat (&gt;= 3.0.0), knitr, rmarkdown</dc:relation>
  <dc:creator>Praveen Kumar &lt;bkpraveenars@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Praveen Kumar [aut, cre]</dc:contributor>
  <dc:rights>GPL-3</dc:rights>
  <dc:date>2026-09-26</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=cwad</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.cwad</dc:identifier>
</oai_dc:dc>
