Package: scR 0.4.0

Perry Carter

scR: Estimate Vapnik-Chervonenkis Dimension and Sample Complexity

We provide a suite of tools for estimating the sample complexity of a chosen model through theoretical bounds and simulation. The package incorporates methods for estimating the Vapnik-Chervonenkis dimension (VCD) of a chosen algorithm, which can be used to estimate its sample complexity. Alternatively, we provide simulation methods to estimate sample complexity directly. For more details, see Carter, P & Choi, D (2024). "Learning from Noise: Applying Sample Complexity for Political Science Research" <doi:10.31219/osf.io/evrcj>.

Authors:Perry Carter [aut, cre], Dahyun Choi [aut]

scR_0.4.0.tar.gz
scR_0.4.0.tar.gz(r-4.5-noble)scR_0.4.0.tar.gz(r-4.4-noble)
scR_0.4.0.tgz(r-4.4-emscripten)scR_0.4.0.tgz(r-4.3-emscripten)
scR.pdf |scR.html✨
scR/json (API)

# Install 'scR' in R:
install.packages('scR', repos = 'https://cloud.r-project.org')

Bug tracker:https://github.com/pjesscarter/scr/issues

Datasets:
  • br - Replication data for 'Predicting Recidivism'

On CRAN:

Conda:

2.18 score 167 downloads 7 exports 108 dependencies

Last updated 3 months agofrom:4cd186ff04. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 26 2025
R-4.5-linuxOKMar 26 2025
R-4.4-linuxOKMar 26 2025

Exports:acc_simestimate_accuracygendatagetpacplot_accuracyscbsimvcd

Dependencies:askpassbase64encbslibcachemcaretclasscliclockcodetoolscolorspacecpp11crosstalkcurldata.tablediagramdigestdplyre1071evaluatefansifarverfastmapfontawesomeforeachfsfuturefuture.applygenericsggplot2globalsgluegowergtablehardhathighrhtmltoolshtmlwidgetshttripredisobanditeratorsjquerylibjsonliteKernSmoothknitrlabelinglaterlatticelavalazyevallifecyclelistenvlubridatemagrittrMASSMatrixmemoisemgcvmimeModelMetricsmunsellnlmennetnumDerivopensslparallellypbapplypillarpkgconfigplotlyplyrpROCprodlimprogressrpromisesproxypurrrR6rappdirsRColorBrewerRcpprecipesreshape2rlangrmarkdownrpartsassscalesshapesparsevctrsSQUAREMstringistringrsurvivalsystibbletidyrtidyselecttimechangetimeDatetinytextzdbutf8vctrsviridisLitewithrxfunyaml

Citation

To cite package ‘scR’ in publications use:

Carter P, Choi D (2024). scR: Estimate Vapnik-Chervonenkis Dimension and Sample Complexity. R package version 0.4.0, https://CRAN.R-project.org/package=scR.

Corresponding BibTeX entry: 

  @Manual{,
    title = {scR: Estimate Vapnik-Chervonenkis Dimension and Sample
      Complexity},
    author = {Perry Carter and Dahyun Choi},
    year = {2024},
    note = {R package version 0.4.0},
    url = {https://CRAN.R-project.org/package=scR},
  }